diff --git a/app/backend/approaches/approach.py b/app/backend/approaches/approach.py index 1e84417144..1e24e75a22 100644 --- a/app/backend/approaches/approach.py +++ b/app/backend/approaches/approach.py @@ -438,7 +438,8 @@ def nonewlines(s: str) -> str: for doc in results: # Get the citation for the source page citation = self.get_citation(doc.sourcepage) - citations.append(citation) + if citation not in citations: + citations.append(citation) # If semantic captions are used, extract captions; otherwise, use content if use_semantic_captions and doc.captions: diff --git a/app/backend/approaches/prompts/ask_answer_question.prompty b/app/backend/approaches/prompts/ask_answer_question.prompty index 4c4c2ee79d..136ea1cf54 100644 --- a/app/backend/approaches/prompts/ask_answer_question.prompty +++ b/app/backend/approaches/prompts/ask_answer_question.prompty @@ -14,11 +14,11 @@ system: {% if override_prompt %} {{ override_prompt }} {% else %} -You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions. -Use 'you' to refer to the individual asking the questions even if they ask with 'I'. -Answer the following question using only the data provided in the sources below. -Each source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. -If you cannot answer using the sources below, say you don't know. Use below example to answer. +Assistant helps the company employees with their questions about internal documents. Be brief in your answers. +Answer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. +You CANNOT ask clarifying questions to the user, since the user will have no way to reply. +If the question is not in English, answer in the language used in the question. +Each source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]. {% if image_sources %} Each image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format , and the image figure name is right-aligned in the top right corner of the image. @@ -26,14 +26,8 @@ The filename of the actual image is in the top right corner of the image and is Each text source starts in a new line and has the file name followed by colon and the actual information. Always include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N]. If you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)]. -Answer the following question using only the data provided in the sources below. -If you cannot answer using the sources below, say you don't know. -Return just the answer without any input texts. {% endif %} -Possible citations for current question: -{% for citation in citations %} -[{{ citation }}] -{% endfor %} +Possible citations for current question: {% for citation in citations %} [{{ citation }}] {% endfor %} {{ injected_prompt }} {% endif %} @@ -51,7 +45,7 @@ In-network deductibles are $500 for employee and $1000 for family [info1.txt] an user: {{ user_query }} -{% if image_sources is defined %}{% for image_source in image_sources %} +{% if image_sources %}{% for image_source in image_sources %} ![Image]({{image_source}}) {% endfor %}{% endif %} {% if text_sources is defined %}Sources:{% for text_source in text_sources %} diff --git a/app/backend/approaches/prompts/chat_answer_question.prompty b/app/backend/approaches/prompts/chat_answer_question.prompty index 4bbf3f80f9..c1a7fc1709 100644 --- a/app/backend/approaches/prompts/chat_answer_question.prompty +++ b/app/backend/approaches/prompts/chat_answer_question.prompty @@ -20,22 +20,20 @@ system: {% if override_prompt %} {{ override_prompt }} {% else %} -Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers. -Answer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question. +Assistant helps the company employees with their questions about internal documents. Be brief in your answers. +Answer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. +If asking a clarifying question to the user would help, ask the question. If the question is not in English, answer in the language used in the question. Each source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]. -{% if include_images %} +{% if image_sources %} Each image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format , and the image figure name is right-aligned in the top right corner of the image. The filename of the actual image is in the top right corner of the image and is in the format . Each text source starts in a new line and has the file name followed by colon and the actual information -Always include the source name from the image or text for each fact you use in the response in the format: [filename] -Answer the following question using only the data provided in the sources below. -If asking a clarifying question to the user would help, ask the question. -Be brief in your answers. -The text and image source can be the same file name, don't use the image title when citing the image source, only use the file name as mentioned -If you cannot answer using the sources below, say you don't know. Return just the answer without any input texts. +Always include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N]. +If you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)]. {% endif %} +Possible citations for current question: {% for citation in citations %} [{{ citation }}] {% endfor %} {{ injected_prompt }} {% endif %} @@ -56,9 +54,9 @@ Make sure the last question ends with ">>". user: {{ user_query }} -{% for image_source in image_sources %} +{% if image_sources %}{% for image_source in image_sources %} ![Image]({{image_source}}) -{% endfor %} +{% endfor %}{% endif %} {% if text_sources is defined %} Sources: {% for text_source in text_sources %} diff --git a/docs/evaluation.md b/docs/evaluation.md index b6facfbb79..e47fa682ce 100644 --- a/docs/evaluation.md +++ b/docs/evaluation.md @@ -72,7 +72,7 @@ Review the generated data in `evals/ground_truth.jsonl` after running that scrip ## Run bulk evaluation -Review the configuration in `evals/eval_config.json` to ensure that everything is correctly setup. You may want to adjust the metrics used. See [the ai-rag-chat-evaluator README](https://github.com/Azure-Samples/ai-rag-chat-evaluator) for more information on the available metrics. +Review the configuration in `evals/evaluate_config.json` to ensure that everything is correctly setup. You may want to adjust the metrics used. See [the ai-rag-chat-evaluator README](https://github.com/Azure-Samples/ai-rag-chat-evaluator) for more information on the available metrics. By default, the evaluation script will evaluate every question in the ground truth data. Run the evaluation script by running the following command: @@ -84,10 +84,10 @@ python evals/evaluate.py The options are: * `numquestions`: The number of questions to evaluate. By default, this is all questions in the ground truth data. -* `resultsdir`: The directory to write the evaluation results. By default, this is a timestamped folder in `evals/results`. This option can also be specified in `eval_config.json`. -* `targeturl`: The URL of the running application to evaluate. By default, this is `http://localhost:50505`. This option can also be specified in `eval_config.json`. +* `resultsdir`: The directory to write the evaluation results. By default, this is a timestamped folder in `evals/results`. This option can also be specified in `evaluate_config.json`. +* `targeturl`: The URL of the running application to evaluate. By default, this is `http://localhost:50505`. This option can also be specified in `evaluate_config.json`. -🕰️ This may take a long time, possibly several hours, depending on the number of ground truth questions, and the TPM capacity of the evaluation model, and the number of GPT metrics requested. +🕰️ This may take a long time, possibly several hours, depending on the number of ground truth questions, the TPM capacity of the evaluation model, and the number of LLM-based metrics requested. ## Review the evaluation results @@ -118,3 +118,9 @@ This repository includes a GitHub Action workflow `evaluate.yaml` that can be us In order for the workflow to run successfully, you must first set up [continuous integration](./azd.md#github-actions) for the repository. To run the evaluation on the changes in a PR, a repository member can post a `/evaluate` comment to the PR. This will trigger the evaluation workflow to run the evaluation on the PR changes and will post the results to the PR. + +## Evaluate multimodal RAG answers + +The repository also includes an `evaluate_config_multimodal.json` file specifically for evaluating multimodal RAG answers. This configuration uses a different ground truth file, `ground_truth_multimodal.jsonl`, which includes questions based off the sample data that require both text and image sources to answer. + +Note that the "groundedness" evaluator is not reliable for multimodal RAG, since it does not currently incorporate the image sources. We still include it in the metrics, but the more reliable metrics are "relevance" and "citations matched". diff --git a/evals/evaluate.py b/evals/evaluate.py index 7138615bd7..85453a0def 100644 --- a/evals/evaluate.py +++ b/evals/evaluate.py @@ -13,6 +13,28 @@ logger = logging.getLogger("ragapp") +# Regex pattern to match citations of the forms: +# [Document Name.pdf#page=7] +# [Document Name.pdf#page=4(figure4_1.png)] +# and supports multiple document extensions such as: +# pdf, html/htm, doc/docx, ppt/pptx, xls/xlsx, csv, txt, json, +# images: jpg/jpeg, png, bmp (listed as BPM in doc), tiff/tif, heif/heiff +# Optional components: +# #page=\d+ -> page anchor (primarily for paged docs like PDFs) +# ( ... ) -> figure/image or sub-resource reference (e.g., (figure4_1.png)) +# Explanation of pattern components: +# \[ - Opening bracket +# [^\]]+?\. - Non-greedy match of any chars up to a dot before extension +# (?:pdf|docx?|pptx?|xlsx?|csv|txt|json) +# - Allowed primary file extensions +# (?:#page=\d+)? - Optional page reference +# (?:\([^()\]]+\))? - Optional parenthetical (figure/image reference) +# \] - Closing bracket +CITATION_REGEX = re.compile( + r"\[[^\]]+?\.(?:pdf|html?|docx?|pptx?|xlsx?|csv|txt|json|jpe?g|png|bmp|tiff?|heiff?|heif)(?:#page=\d+)?(?:\([^()\]]+\))?\]", + re.IGNORECASE, +) + class AnyCitationMetric(BaseMetric): METRIC_NAME = "any_citation" @@ -23,7 +45,7 @@ def any_citation(*, response, **kwargs): if response is None: logger.warning("Received response of None, can't compute any_citation metric. Setting to -1.") return {cls.METRIC_NAME: -1} - return {cls.METRIC_NAME: bool(re.search(r"\[([^\]]+)\.\w{3,4}(#page=\d+)*\]", response))} + return {cls.METRIC_NAME: bool(CITATION_REGEX.search(response))} return any_citation @@ -45,9 +67,9 @@ def citations_matched(*, response, ground_truth, **kwargs): if response is None: logger.warning("Received response of None, can't compute citation_match metric. Setting to -1.") return {cls.METRIC_NAME: -1} - # Return true if all citations in the truth are present in the response - truth_citations = set(re.findall(r"\[([^\]]+)\.\w{3,4}(#page=\d+)*\]", ground_truth)) - response_citations = set(re.findall(r"\[([^\]]+)\.\w{3,4}(#page=\d+)*\]", response)) + # Extract full citation tokens from ground truth and response + truth_citations = set(CITATION_REGEX.findall(ground_truth or "")) + response_citations = set(CITATION_REGEX.findall(response or "")) # Count the percentage of citations that are present in the response num_citations = len(truth_citations) num_matched_citations = len(truth_citations.intersection(response_citations)) diff --git a/evals/evaluate_config.json b/evals/evaluate_config.json index f85018d4b8..846eee0787 100644 --- a/evals/evaluate_config.json +++ b/evals/evaluate_config.json @@ -1,8 +1,8 @@ { "testdata_path": "ground_truth.jsonl", - "results_dir": "results/experiment", + "results_dir": "results/baseline-ask", "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], - "target_url": "http://localhost:50505/chat", + "target_url": "http://localhost:50505/ask", "target_parameters": { "overrides": { "top": 3, @@ -19,9 +19,10 @@ "suggest_followup_questions": false, "use_oid_security_filter": false, "use_groups_security_filter": false, - "vector_fields": "textEmbeddingOnly", - "use_gpt4v": false, - "gpt4v_input": "textAndImages", + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, "language": "en", "use_agentic_retrieval": false, "seed": 1 diff --git a/evals/evaluate_config_multimodal.json b/evals/evaluate_config_multimodal.json new file mode 100644 index 0000000000..959cef666c --- /dev/null +++ b/evals/evaluate_config_multimodal.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth_multimodal.jsonl", + "results_dir": "results_multimodal/experiment", + "requested_metrics": ["gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/ground_truth_multimodal.jsonl b/evals/ground_truth_multimodal.jsonl new file mode 100644 index 0000000000..3fadf84868 --- /dev/null +++ b/evals/ground_truth_multimodal.jsonl @@ -0,0 +1,10 @@ +{"question": "Which commodity—oil, gold, or wheat—was the most stable over the last decade?", "truth": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The annual percentage changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil and more than gold [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)]."} +{"question": "Do cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities?", "truth": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation values between Bitcoin and stock indices are 0.3 with the S&P 500 and 0.4 with NASDAQ, while for Ethereum, the correlations are 0.35 with the S&P 500 and 0.45 with NASDAQ. In contrast, the correlations with commodities like Oil are lower (0.2 for Bitcoin and 0.25 for Ethereum), and correlations with Gold are slightly negative (-0.1 for Bitcoin and -0.05 for Ethereum) [Financial Market Analysis Report 2023.pdf#page=7]."} +{"question": "Around what level did the S&P 500 reach its highest point before declining in 2021?", "truth": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)]."} +{"question": "In which month of 2023 did Bitcoin nearly hit 45,000?", "truth": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)]."} +{"question": "Which year saw oil prices fall the most, and by roughly how much did they drop?", "truth": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the blue bar extending to about -20% on the horizontal bar chart of annual percentage changes for Oil from 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)]."} +{"question": "What was the approximate inflation rate in 2022?", "truth": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data on the graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)]."} +{"question": "By 2028, to what relative value are oil prices projected to move compared to their 2024 baseline of 100?", "truth": "Oil prices are projected to decline to about 90 by 2028, relative to their 2024 baseline of 100. [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)]."} +{"question": "What approximate value did the S&P 500 fall to at its lowest point between 2018 and 2022?", "truth": "The S&P 500 fell in 2018 to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown by the graph depicting the 5-Year Trend of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)]."} +{"question": "Around what value did Ethereum finish the year at in 2023?", "truth": "Ethereum finished the year 2023 at a value around 2200, as indicated by the orange line on the price fluctuations graph for the last 12 months [Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)]."} +{"question": "What was the approximate GDP growth rate in 2021?", "truth": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)]."} diff --git a/evals/results/baseline-ask/config.json b/evals/results/baseline-ask/config.json new file mode 100644 index 0000000000..846eee0787 --- /dev/null +++ b/evals/results/baseline-ask/config.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth.jsonl", + "results_dir": "results/baseline-ask", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/ask", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/results/baseline-ask/eval_results.jsonl b/evals/results/baseline-ask/eval_results.jsonl new file mode 100644 index 0000000000..80314285d6 --- /dev/null +++ b/evals/results/baseline-ask/eval_results.jsonl @@ -0,0 +1,50 @@ +{"question": "What protection does Contoso offer against balance billing?", "truth": "Contoso offers a balance billing protection through the Northwind Standard plan, which protects employees from unexpected costs when visiting in-network providers. [Northwind_Standard_Benefits_Details.pdf#page=7]", "answer": "Contoso offers balance billing protection through the Northwind Standard plan, which protects employees from unexpected costs when visiting in-network providers by preventing providers from billing the difference between their charge and what insurance pays. This protection applies only to in-network providers and does not cover emergency services, mental health and substance abuse coverage, out-of-network providers, or non-covered services. Employees are advised to verify if providers accept the plan, ask for cost estimates, and negotiate bills if they receive unexpected charges [Northwind_Standard_Benefits_Details.pdf#page=7][Northwind_Standard_Benefits_Details.pdf#page=8].", "context": "Northwind_Standard_Benefits_Details.pdf#page=7: #### Balance Billing Protection HOW PROVIDERS AFFECT YOUR COSTS - Balance Billing Protection At Contoso, we understand that medical costs can be intimidating and confusing, which is why we've partnered with Northwind Health to offer our employees the Northwind Standard plan. This plan provides a balance billing protection, meaning that you are protected from unexpected costs when visiting in-network providers. What is balance billing? Balance billing is when a provider bills you for the difference between what they charge and what your insurance company is willing to pay. This difference can be hundreds of dollars and is often unexpected. With the Northwind Standard plan, you are protected from balance billing when visiting in-network providers. What is an in-network provider? In-network providers are healthcare providers, such as doctors, hospitals, and labs, that have agreed to accept the Northwind Standard plan's payment terms. Visiting an in-network provider means that you are protected from balance billing. You can find a list of in-network providers \n\nNorthwind_Standard_Benefits_Details.pdf#page=8: · Ask your provider if they accept the Northwind Standard plan before you receive any services. · Double-check that the providers you visit are in-network. · Ask for an estimate of your out-of-pocket costs ahead of time. . If you receive a bill for more than expected, contact your provider and the insurance company to negotiate a lower cost. Exceptions to the balance billing protection: · Balance billing protection does not apply to emergency services. · Balance billing protection does not apply to mental health and substance abuse coverage. · Balance billing protection does not apply to out-of-network providers. · Balance billing protection is not applicable to any non-covered services. At Contoso, we want to make sure our employees are provided with the best coverage options. That's why we've partnered with Northwind Health to offer the Northwind Standard plan, which provides balance billing protection when visiting in-network providers. We encourage our employees to use the tips provided to help reduce the risk of unexpected costs when visiting a provider.\n\nNorthwind_Standard_Benefits_Details.pdf#page=7: It is also important to ask your provider about their policy on balance billing. Be sure to find out if the provider requires you to pay the balance billing amount up front, or if they will bill you after the health plan pays them. When selecting a provider, also remember to consider the cost of services. Participating providers are often more cost effective than non-participating providers. Additionally, some providers offer discounts to patients who pay out of pocket for services. Finally, if you need to use a non-participating provider for certain services, be sure to check with your health plan first. There may be an exception that will cover the cost of the service. Additionally, if you need to use a non-participating provider and you are concerned about the cost, you can always negotiate with your provider to find a more affordable rate. #### Balance Billing Protection HOW PROVIDERS AFFECT YOUR COSTS - Balance Billing Protection At Contoso, we understand ", "latency": 2.607034, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully correct and complete, accurately reflecting the context and directly addressing the query with all necessary details.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information about balance billing protection, including additional insights on managing unexpected charges, which enhances understanding.", "answer_length": 684, "citations_matched": 1.0, "any_citation": true} +{"question": "what is in-network mean for Northwind Health?", "truth": "In-network providers for Northwind Health are those who have agreed to accept the payment offered by Northwind Health, meaning that the policyholder only pays the portion of the cost not covered by the insurance plan. These providers may also offer additional services or discounts not available from out-of-network providers. [Northwind_Standard_Benefits_Details.pdf#page=8]", "answer": "In-network for Northwind Health means a healthcare provider that has a contract with Northwind Health to provide services at a discounted rate. These providers accept the payment amount offered by Northwind Health, and you pay only the portion not covered by insurance. You are also protected from balance billing when visiting in-network providers. In-network providers include primary care physicians, specialists, hospitals, and pharmacies [Northwind_Standard_Benefits_Details.pdf#page=103][Northwind_Standard_Benefits_Details.pdf#page=8][Northwind_Standard_Benefits_Details.pdf#page=7].", "context": "Northwind_Standard_Benefits_Details.pdf#page=103: Here is a breakdown of some of the key terms and definitions associated with the Northwind Standard insurance plan. In-Network Provider: An in-network provider is a healthcare provider that has a contract with Northwind Health and is included in the network of providers who are eligible to receive payments from Northwind Health. This includes primary care physicians, specialists, hospitals, and pharmacies. Out-of-Network Provider: An out-of-network provider is a healthcare provider that is not included in the Northwind Health network and is not eligible to receive payments from Northwind Health. Out-of-network providers are not covered by Northwind Standard. Preventive Care Services: Preventive care services are services that are designed to help prevent illness and promote health. These services may include immunizations, physical exams, screenings, and other preventive care services. Emergency Services: Emergency services are services that are provided in the case of an emergency. These services may include emergency surgery, emergency room visits, or other emergency services. Northwind Standard does \n\nNorthwind_Standard_Benefits_Details.pdf#page=8: To make sure you are getting the best value for your health care expenses, it is important to understand the differences between in-network and out-of-network providers and how they affect your costs. In-Network: In-network providers are those who have contracted with Northwind Health to provide services at a discounted rate. In-network providers have agreed to accept the amount of payment offered by Northwind Health, meaning that you pay the portion of the cost that is not covered by the insurance plan. In-network providers may also offer additional services or discounts that are not available to out-of-network providers.\n\nNorthwind_Standard_Benefits_Details.pdf#page=7: Visiting an in-network provider means that you are protected from balance billing. You can find a list of in-network providers on the Northwind Health website. What if I visit an out-of-network provider? Visiting an out-of-network provider means that you are not protected from balance billing. Out-of-network providers may charge more for the same services than in-network providers, and you may be responsible for the difference between what they charge and what your insurance company is willing to pay. It is important to check if a provider is in- network before visiting them to avoid any unexpected costs. Tips to avoid balance billing: · Always check if a provider is in-network before scheduling an appointment.", "latency": 3.12182, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully correct and complete, as it accurately reflects the information provided in the CONTEXT and directly answers the QUERY.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, explaining the concept of \"in-network\" in detail and listing the types of providers involved. It also includes references to a document, enhancing the response's credibility.", "answer_length": 590, "citations_matched": 1.0, "any_citation": true} +{"question": "What are the financial implications of choosing an out-of-network provider under the Northwind Standard Benefits Details?", "truth": "Choosing an out-of-network provider under the Northwind Standard Benefits Details can be significantly more expensive than in-network providers. You may be responsible for the entire cost of services, or a far greater portion of the cost than you would with an in-network provider. In some cases, Northwind Standard may offer coverage for out-of-network providers, but you may still have to pay more than you would for an in-network provider. [Northwind_Standard_Benefits_Details.pdf#page=10]", "answer": "Choosing an out-of-network provider under the Northwind Standard plan can result in significantly higher costs. You may be responsible for the entire cost of services or a much larger portion compared to in-network providers. Out-of-network providers are not required to accept Northwind Health's payment amounts and may not offer additional services or discounts available to in-network providers. Coverage may be limited, and you might have to pay out-of-pocket for some services not covered by the plan. It is recommended to choose in-network providers whenever possible to get the best value for your health care expenses. Exceptions exist if you cannot find an in-network provider or need specific care not available in-network, but costs will likely be higher [Northwind_Standard_Benefits_Details.pdf#page=9][Northwind_Standard_Benefits_Details.pdf#page=10].", "context": "Northwind_Standard_Benefits_Details.pdf#page=10: #### Out-of-Network Providers Northwind Standard offers coverage for some out-of-network providers, but the costs associated with these providers can be significantly more expensive than in-network providers. If you choose an out-of-network provider, you may be responsible for the entire cost of services, or a far greater portion of the cost than you would with an in-network provider. In some cases, Northwind Standard may offer coverage for out-of-network providers, but you may still have to pay more than you would for an in-network provider. #### Exceptions Some providers may offer services that are outside of the Northwind Standard plan coverage. Depending on the services provided, you may have to pay out-of-pocket for services that are not covered. Additionally, it's important to note that there may be different rules and coverage levels associated with certain types of services, such as those related to mental health and substance abuse. Tips If you're considering a provider that is not in-network, it's important to understand the costs associated with that \n\nNorthwind_Standard_Benefits_Details.pdf#page=9: Out-of-Network: Out-of-network providers are those who have not contracted with Northwind Health. As a result, they are not required to accept the amount of payment offered by Northwind Health, meaning that you may be responsible for a greater portion of the cost. Additionally, out-of-network providers may not offer additional services or discounts that are available to in-network providers. When choosing a provider, it is important to make sure that the provider is in-network. While it is possible to receive care from out-of-network providers, it is important to understand that you will be responsible for a greater portion of the costs. To make sure that you are getting the best value for your health care expenses, it is recommended that you choose an in-network provider whenever possible. There are some exceptions when it comes to receiving care from out-of-network providers. If you are unable to find an in-network provider in your area or if you require a specific type of care that is not available \n\nNorthwind_Standard_Benefits_Details.pdf#page=9: If you are unable to find an in-network provider in your area or if you require a specific type of care that is not available from an in-network provider, you may receive care from an out- of-network provider. In these cases, the cost of care may be more expensive and you may be responsible for a greater portion of the costs. In addition to understanding the differences between in-network and out-of-network providers, it is important to understand the cost sharing associated with each. Northwind Standard does not cover the full cost of care for out-of-network providers, so you may be responsible for a greater portion of the costs. When choosing a provider, it is important to take into account the cost sharing associated with each provider. If you are unable to find an in-network provider in your area or if you require a specific type of care that is not available ", "latency": 3.793585, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately addressing the financial implications of choosing an out-of-network provider as described in the provided details. It includes all relevant points from the CONTEXT, such as higher costs, responsibility for a greater portion of costs, and the recommendation to choose in-network providers.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including potential costs, coverage limitations, and recommendations, making it a complete response.", "answer_length": 864, "citations_matched": 1.0, "any_citation": true} +{"question": "What are the coverage limitations of the Northwind Standard plan regarding clinical trials?", "truth": "The Northwind Standard plan does not cover travel expenses associated with attending clinical trials, nor does it cover any experimental treatments or services that are not part of the clinical trial. [Northwind_Standard_Benefits_Details.pdf#page=24]", "answer": "Response does not adhere to the expected schema. The answer should be accessible via the JMESPath expression 'message.content' and the context should be accessible via the JMESPath expression 'context.data_points.text'. Either adjust the app response or adjust send_question_to_target() in evaluate.py to match the actual schema.\nResponse: {'error': \"The app encountered an error processing your request.\\nIf you are an administrator of the app, check the application logs for a full traceback.\\nError type: \\n\"}", "context": "Response does not adhere to the expected schema. The answer should be accessible via the JMESPath expression 'message.content' and the context should be accessible via the JMESPath expression 'context.data_points.text'. Either adjust the app response or adjust send_question_to_target() in evaluate.py to match the actual schema.\nResponse: {'error': \"The app encountered an error processing your request.\\nIf you are an administrator of the app, check the application logs for a full traceback.\\nError type: \\n\"}", "latency": -1, "groundedness": 1.0, "gpt_groundedness": 1.0, "groundedness_reason": "The response is an error message and does not relate to the query about coverage limitations of the Northwind Standard plan. It does not provide any relevant information or attempt to answer the question.", "relevance": 1.0, "gpt_relevance": 1.0, "relevance_reason": "The RESPONSE is completely unrelated to the QUERY, as it does not provide any information about the coverage limitations of the Northwind Standard plan regarding clinical trials.", "answer_length": 569, "citations_matched": 0.0, "any_citation": false} +{"question": "Does Contoso cover gendr affirming care?", "truth": "Yes, Contoso offers coverage through Northwind Standard for gender affirming care services, which include hormone therapy, gender affirming surgeries, and mental health care related to gender transition. [Northwind_Standard_Benefits_Details.pdf#page=29]", "answer": "Yes, Contoso covers gender affirming care. This coverage is offered through both Northwind Health Plus and Northwind Standard plans. It includes hormone therapy, gender affirming surgery, and mental health services related to gender transition [Northwind_Health_Plus_Benefits_Details.pdf#page=29][Northwind_Standard_Benefits_Details.pdf#page=29][Northwind_Standard_Benefits_Details.pdf#page=30].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=29: Gender Affirming Care COVERED SERVICES: Gender Affirming Care Contoso is proud to offer employees comprehensive coverage for gender affirming care through Northwind Health Plus. This coverage includes hormone therapy, gender affirming surgery, and mental health services related to gender transition. Hormone Therapy: Northwind Health Plus covers hormone therapy for individuals undergoing gender transition. This includes gender-affirming hormone replacement therapy such as testosterone or estrogen. The coverage also includes many medications and treatments related to hormone therapy, such as monitoring blood work, doctor visits, and lab tests. Gender Affirming Surgery: Northwind Health Plus covers gender affirming surgery for individuals undergoing gender transition. Northwind Health Plus also covers pre- and post-operative care related to gender affirming surgery. Mental Health Services:\n\nNorthwind_Standard_Benefits_Details.pdf#page=30: Additionally, it is important to remember that gender affirming care is a complex process, and it is important to be patient and kind to yourself throughout the process. Lastly, it is important to remember to take care of your mental health during the transition process. At Contoso, we strive to provide our employees with the best possible coverage for gender affirming care. We are proud to offer coverage for these services for our employees, and we are committed to providing a safe and supportive environment for all of our employees. Hearing Care Hearing Care At Contoso, we understand the importance of taking care of your hearing health. That's why we provide comprehensive coverage for hearing care with Northwind Standard. You can receive hearing care services from any in-network provider and enjoy comprehensive coverage for all hearing care services. The Northwind Standard plan covers all types of hearing care services, including hearing tests, hearing aids and hearing aid accessories, as well as cochlear implants and bone- anchored hearing aids. If a hearing aid or cochlear implant is needed, the plan covers up to two hearing aids or implants per ear every three years.\n\nNorthwind_Standard_Benefits_Details.pdf#page=29: \\* Be proactive about your foot care. Make sure you're wearing the right shoes for your foot type and getting the right kind of orthotics for your feet. We want to make sure our employees are taken care of, so take advantage of the foot care services available through Northwind Standard. With this plan, you can rest assured that you'll be covered for all of your foot care needs. Gender Affirming Care COVERED SERVICES - Gender Affirming Care At Contoso, we understand that gender identity is an important part of who we are and that it should be respected and supported. We are proud to offer coverage through Northwind Standard for gender affirming care services. Gender affirming care services can include a variety of treatments and services related to gender transition. These services may include hormone therapy, gender affirming surgeries, and mental health care related to gender transition. Hormone Therapy Hormone therapy is a type of gender affirming treatment that can be used to help an individual align their ", "latency": 3.916998, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely answers the query by stating that Contoso covers gender affirming care and provides details about the coverage, aligning perfectly with the context.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, including additional relevant insights about the plans and types of care covered, which enhances understanding.", "answer_length": 395, "citations_matched": 1.0, "any_citation": true} +{"question": "What typs of hearin care servises are covered by the Northwind Standard plan?", "truth": "The Northwind Standard plan covers all types of hearing care services, including hearing tests, hearing aids and hearing aid accessories, as well as cochlear implants and bone-anchored hearing aids. It also covers routine hearing aid maintenance and repair, counseling, hearing aid evaluations, and up to $500 per ear for hearing aid accessories such as ear molds, batteries, and tubing. [Northwind_Standard_Benefits_Details.pdf#page=30]", "answer": "The Northwind Standard plan covers all types of hearing care services, including hearing tests, hearing aids and hearing aid accessories, cochlear implants, and bone-anchored hearing aids. It covers up to two hearing aids or implants per ear every three years. The plan also covers routine hearing aid maintenance and repair, counseling, and hearing aid evaluations. Additionally, it covers up to $500 per ear for hearing aid accessories such as ear molds, batteries, and tubing. There is no deductible for hearing care services and no pre-authorization is required. Coverage is only for in-network providers; out-of-network services are not covered [Northwind_Standard_Benefits_Details.pdf#page=30].", "context": "Northwind_Standard_Benefits_Details.pdf#page=30: Additionally, it is important to remember that gender affirming care is a complex process, and it is important to be patient and kind to yourself throughout the process. Lastly, it is important to remember to take care of your mental health during the transition process. At Contoso, we strive to provide our employees with the best possible coverage for gender affirming care. We are proud to offer coverage for these services for our employees, and we are committed to providing a safe and supportive environment for all of our employees. Hearing Care Hearing Care At Contoso, we understand the importance of taking care of your hearing health. That's why we provide comprehensive coverage for hearing care with Northwind Standard. You can receive hearing care services from any in-network provider and enjoy comprehensive coverage for all hearing care services. The Northwind Standard plan covers all types of hearing care services, including hearing tests, hearing aids and hearing aid accessories, as well as cochlear implants and bone- anchored hearing aids. If a hearing aid or cochlear implant is needed, the plan covers up to two hearing aids or implants per ear every three years.\n\nNorthwind_Standard_Benefits_Details.pdf#page=30: If a hearing aid or cochlear implant is needed, the plan covers up to two hearing aids or implants per ear every three years. The plan also covers routine hearing aid maintenance and repair, as well as counseling and hearing aid evaluations. In addition, the Northwind Standard plan covers up to $500 per ear for hearing aid accessories, such as ear molds, batteries, and tubing. There is no deductible for hearing care services and no pre-authorization is required. However, the Northwind Standard plan does not cover hearing care services provided by out-of-network providers. If you choose to see an out-of-network provider for hearing care, you will be responsible for the difference between the out-of-network provider's charges and the plan's allowed amount. When it comes to choosing a hearing care provider, it's important to find one who is qualified and experienced. Make sure to ask questions about the provider's qualifications, experience, and specialties. You should also ask about the provider's policies on returns, warranties, and repairs. It's also important to understand \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=30: Be sure to check with your provider and Northwind Health Plus about any pre- authorization requirements. . If you have any questions about your coverage, call Northwind Health Plus customer service. Hearing Care COVERED SERVICES: Hearing Care At Contoso, we understand how important it is for our employees to stay on top of their overall health. That is why we are proud to offer comprehensive hearing care coverage through Northwind Health Plus. This coverage can be used for a variety of hearing care services, including but not limited to hearing tests and evaluations, hearing aids and other associated services, as well as hearing aid fittings and adjustments. In order to take advantage of this coverage, employees must receive care from an in- network provider. Northwind Health Plus has a wide selection of providers in its network, making it easy to find a provider who is right for you. Additionally, the plan covers hearing aid fittings, adjustments, repairs, and replacements, as well as batteries, when necessary.", "latency": 3.320964, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate answer to the QUERY with all relevant details included.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional relevant insights about the plan's coverage details, making it a comprehensive response.", "answer_length": 700, "citations_matched": 1.0, "any_citation": true} +{"question": "Does Northwind Helth cover full costs?", "truth": "Northwind Health may not cover the full cost of a specialist or other non-emergency services. [Northwind_Standard_Benefits_Details.pdf#page=34]", "answer": "Northwind Health does not cover full costs in all cases. You may be responsible for additional costs not covered, such as co-pays, coinsurance, deductibles, or services considered experimental or investigational. Some services require pre-authorization, and if not obtained, you may pay full costs. Emergency services not meeting criteria may also require full payment by the member. Coverage is subject to plan terms and medical necessity determinations [Northwind_Standard_Benefits_Details.pdf#page=34][Northwind_Health_Plus_Benefits_Details.pdf#page=16][Northwind_Health_Plus_Benefits_Details.pdf#page=103].", "context": "Northwind_Standard_Benefits_Details.pdf#page=34: Additionally, you may be responsible for any additional costs that Northwind Health does not cover. For example, Northwind Health may not cover the full cost of a specialist or other non-emergency services. It is important to be aware of these exceptions when selecting a hospital. When selecting a hospital, you should also consider other services that the hospital offers. For example, some hospitals may offer additional services such as physical therapy, nutrition counseling, or other wellness services. Additionally, some hospitals may offer special programs for specific conditions or diseases. Finally, you should consider the cost of care at the hospital you are considering. Northwind Health may cover some or all of the costs of your care, but you should be aware of any additional costs that you may be responsible for. This includes any co-pays or coinsurance, as well as any additional charges for services not covered by your plan. By taking the time to consider your options, you can select the best hospital for your healthcare needs.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=16: When you receive services from an out-of-network provider, you may be required to pay the full Allowed Amount up front. You then can submit a claim to Northwind Health Plus for reimbursement of the Allowed Amount less any applicable copays, coinsurance, or deductibles. In some cases, Northwind Health Plus may not cover services that are considered experimental or investigational. If a service is not covered, you may be responsible for the entire cost of the service. Therefore, it is important to check with Northwind Health Plus prior to receiving services to determine if a service is covered. In addition, some services may be subject to pre-authorization or pre-certification. This means that you must obtain approval from Northwind Health Plus prior to receiving the service. If pre-authorization or pre-certification is not obtained, you may be responsible for the full cost of the services. It is important to understand that the Allowed Amount does not include any applicable copays, coinsurance, or deductibles \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=103: If the emergency services do not meet the criteria, the member may be responsible for the full cost of the services. In addition, Northwind Health Plus may pay for services that are not covered under the plan, if the health care provider determines that such services are medically necessary. The plan will pay for these services at the rates specified in the plan documents. It is important to note that all payments are subject to the terms and conditions of the plan, including any applicable copayments, coinsurance, and deductible amounts. Members should always check with their health care provider to determine if a service is covered under the plan and the amount that will be paid for the service. It is also important to note that Northwind Health Plus does not pay for any services that are not medically necessary. Any services that are deemed to be for cosmetic purposes, experimental treatments, or not medically necessary will not be covered under the plan. Members should also keep in mind that the plan may not cover certain services if the member has not met certain requirements,", "latency": 3.275217, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely addresses the query by explaining that Northwind Health does not cover full costs in all cases and provides specific details from the context about when additional costs may be incurred.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional relevant insights about coverage limitations and conditions.", "answer_length": 610, "citations_matched": 1.0, "any_citation": true} +{"question": "what is Northwind Standard Benefits Details?", "truth": "The Northwind Standard Benefits Details include information on managing prescriptions online or via phone, using a mobile app, and potential discounts on generic medications at preferred pharmacies. It also notes that the plan does not cover certain medications like those for weight loss or fertility treatments, compounded medications, or non-FDA-approved drugs. Over-the-counter medications are also not covered unless prescribed by a doctor. [Northwind_Standard_Benefits_Details.pdf#page=44]", "answer": "Northwind Standard Benefits Details describe a basic health plan providing coverage for medical, vision, and dental services, including preventive care and prescription drugs. It allows choosing from various in-network providers such as primary care physicians, specialists, hospitals, and pharmacies. The plan requires monthly premiums and does not cover out-of-network services, emergency services, or mental health and substance abuse coverage. It covers preventive care, diagnostic tests, medical consultations, physical therapy, mental health services, prescription drugs, inpatient hospital services, and emergency services. It excludes cosmetic services, experimental treatments, most dental services, and out-of-network provider services. Tools like a cost estimator and provider directory are available, along with 24/7 customer service [Northwind_Standard_Benefits_Details.pdf#page=3][Northwind_Standard_Benefits_Details.pdf#page=16][Northwind_Standard_Benefits_Details.pdf#page=46].", "context": "Northwind_Standard_Benefits_Details.pdf#page=3: ## Summary of Benefits ### Northwind Standard Northwind Standard is a basic plan that provides coverage for medical, vision, and dental services. This plan also offers coverage for preventive care services, as well as prescription drug coverage. With Northwind Standard, you can choose from a variety of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies. This plan does not offer coverage for emergency services, mental health and substance abuse coverage, or out-of-network services. ### SUMMARY OF YOUR COSTS #### Summary of Your Costs When you choose Northwind Standard as your health plan, you can rest assured that you are getting comprehensive coverage at an affordable cost. Here, we will explain the various costs associated with this plan so that you know what to expect when it comes to your out- of-pocket expenses. #### Premiums Premiums are the amount of money that you will need to pay each month for your coverage. Northwind Standard requires that premiums be paid on a monthly basis in order to keep the coverage in force.\n\nNorthwind_Standard_Benefits_Details.pdf#page=16: This will ensure that you are selecting a provider that will accept the plan and that you are aware of what your out-of-pocket costs may be. Make sure to keep all of your receipts and bills when you receive a service so that you can review them against your Explanation of Benefits (EOB). This will ensure that you are aware of any balance that may be owed after the Allowed Amount has been applied. Finally, remember that the Allowed Amount is not a guarantee of payment and that you may be responsible for paying any remaining balance. Therefore, it is important to review your EOB and contact the provider if there are any discrepancies or if you have any questions about the Allowed Amount. ## IMPORTANT PLAN INFORMATION Northwind Standard is a basic plan that provides coverage for medical, vision, and dental services. It's important for employees to understand the details of this plan to ensure that they are taking full advantage of their benefits. The following information will help employees to get the most out of their plan. Premiums The premium amount for Northwind \n\nNorthwind_Standard_Benefits_Details.pdf#page=46: The Northwind Standard plan covers services such as: \\- Preventive care services, including physicals, immunizations, and screenings \\- Diagnostic tests and treatments \\- Medical consultations \\- Physical therapy \\- Mental health services \\- Prescription drugs \\- Inpatient hospital services \\- Emergency services Northwind Standard does not cover certain types of services, including cosmetic services, experimental treatments, and most dental services. It also does not cover services provided by out-of-network providers. When using your Northwind Standard plan, it is important to understand your coverage and any costs that you may be responsible for. Northwind Health offers a variety of tools and resources to help you make the most of your coverage, including a cost estimator tool and a provider directory. Northwind also offers 24/7 customer service to answer any questions you may have about your coverage. Using your Northwind Standard plan can help you get the care you need while saving money. It is important to understand ", "latency": 4.502321, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely describes the Northwind Standard Benefits Details as outlined in the CONTEXT, covering all relevant aspects without introducing unrelated information.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information about the Northwind Standard Benefits, including additional insights that enhance understanding.", "answer_length": 993, "citations_matched": 0.0, "any_citation": true} +{"question": "What types of rehabilitation therapy does Northwind Standard cover?", "truth": "Northwind Standard covers a range of rehabilitation therapy services, including physical, occupational, and speech therapy. Coverage includes medically necessary services related to an injury or illness, along with the use of equipment and specialized supplies. [Northwind_Standard_Benefits_Details.pdf#page=48]", "answer": "Northwind Standard covers rehabilitation therapy services including physical therapy, occupational therapy, and speech therapy. Coverage is for medically necessary services related to an injury or illness, including the use of equipment and supplies. However, it does not cover services related to cosmetic or reconstructive surgery, obesity or weight control, or sleep disorders [Northwind_Standard_Benefits_Details.pdf#page=48].", "context": "Northwind_Standard_Benefits_Details.pdf#page=48: ## Rehabilitation Therapy REHABILITATION THERAPY Northwind Standard covers a range of rehabilitation therapy services, including physical, occupational, and speech therapy. For physical therapy, coverage is for medically necessary physical therapy services related to an injury or illness, including the use of equipment and supplies. For occupational therapy, coverage is for medically necessary services related to an injury or illness, including the use of specialized equipment and supplies. For speech therapy, coverage is for medically necessary services related to an injury or illness, including the use of specialized equipment and supplies. ### Exceptions Unfortunately, Northwind Standard does not cover any services related to cosmetic or reconstructive surgery, or any services related to the treatment of obesity or weight control. This plan also does not cover services related to the treatment of sleep disorders. Tips When looking for a rehabilitation therapy provider, make sure that they are in-network and covered by your plan.\n\nNorthwind_Standard_Benefits_Details.pdf#page=50: Northwind Standard covers substance use disorder treatment services when they are medically necessary, including inpatient and outpatient care, as well as counseling. This coverage also includes medically necessary medications that are used to treat substance use disorder. In addition, Northwind Standard provides coverage for certain services that are not typically covered by other health plans, such as detoxification services, residential treatment services, and recovery support services. While Northwind Standard does provide coverage for substance use disorder treatment services, there are some exceptions to this coverage. For example, Northwind Standard does not cover services that are provided in a hospital emergency room or a hospital inpatient setting unless they are medically necessary and pre-authorized by Northwind Health. We understand that substance use disorder can have a devastating impact, and we want to make sure that our employees have access to the care they need. If you have any questions\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=50: Northwind Health Plus plan. By taking the time to research providers in-network with Northwind Health Plus and keeping track of your medical records and tests, you can make sure you are receiving the care and coverage you need. ### Rehabilitation Therapy Rehabilitation Therapy Rehabilitation therapy is a valuable service that is often necessary to help individuals recover from injury, surgery, or illness. It can help restore physical functioning and help individuals return to their normal daily activities. Northwind Health Plus covers rehabilitation therapy services, including physical therapy, occupational therapy, and speech-language pathology. ### Physical Therapy Physical therapy helps restore physical function and mobility. It can help individuals who have difficulty walking, bending, or moving due to an illness or injury. Physical therapy can also help improve balance, coordination, and strength. Northwind Health Plus covers physical therapy services that are medically necessary. ### Occupational Therapy Occupational ", "latency": 2.334956, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information from the CONTEXT, including all relevant details about the types of rehabilitation therapy covered and exceptions to coverage.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate information about the types of rehabilitation therapy covered and includes additional relevant insights about coverage conditions and exclusions, enhancing understanding.", "answer_length": 430, "citations_matched": 1.0, "any_citation": true} +{"question": "What shuold I do if I need healthcare services outside Washington with Northwind Health?", "truth": "If you need healthcare services outside Washington, you should contact Northwind Health to get an estimate of the cost of care for services you may need. It is also important to find in-network providers in the state where you are living to receive coverage, and keep your Northwind Standard plan active while you are out of state to remain eligible for coverage. [Northwind_Standard_Benefits_Details.pdf#page=59]", "answer": "If you have Northwind Health Plus, you should ensure any provider you visit outside Washington is part of Northwind Health Plus' nationwide network by checking their online directory or calling customer service. Keep track of expenses and receipts for reimbursement, and contact Northwind Health Plus before receiving services to confirm coverage, as some services may not be covered or may require upfront payment and claim submission [Northwind_Health_Plus_Benefits_Details.pdf#page=62].\n\nIf you have Northwind Standard, out-of-network services outside Washington are not covered. You must find in-network providers in your state for coverage. Northwind Standard covers out-of-area emergency services but not non-emergency care. Keep your plan active and contact Northwind Health for cost estimates [Northwind_Standard_Benefits_Details.pdf#page=60].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=62: If you are outside Washington, you may still be eligible for coverage through Northwind Health Plus. Northwind Health Plus offers a network of providers that are located throughout the United States. These providers are part of Northwind Health Plus' nationwide network, which is designed to ensure that you are able to receive care, no matter where you are. Out-of-area care is coverage that extends outside of Washington. This means that if you travel outside of the state, you can still receive care from a Northwind Health Plus provider. However, there are some exceptions to this coverage. For example, you may be limited to a certain number of visits or treatments that are covered outside of Washington. Additionally, certain services may not be covered, such as home health care services that are provided outside of the state. If you travel outside of Washington, it is important to keep a few tips in mind. First, you should make sure that any provider you plan to visit is a part of Northwind Health Plus' nationwide network.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=62: First, you should make sure that any provider you plan to visit is a part of Northwind Health Plus' nationwide network. You can do this by checking Northwind Health Plus' online directory or calling the Northwind Health Plus customer service line. Additionally, it is important to keep track of any expenses or services that you receive outside of Washington. You may need to provide receipts or other documentation to Northwind Health Plus in order to be reimbursed for these expenses. Finally, it is important to remember that Northwind Health Plus does not cover all services outside of Washington. In some cases, you may be required to pay for a service in full and then submit a claim to Northwind Health Plus for reimbursement. It is important to contact Northwind Health Plus prior to receiving any services to ensure that they are covered by your plan.\n\nNorthwind_Standard_Benefits_Details.pdf#page=60: It is important to note that Northwind Standard does not cover out-of-network services outside of Washington. This means that you will need to find in-network providers in the state where you are living to receive coverage. It is also important to keep in mind that the cost of care can vary widely outside of Washington. You should contact Northwind Health to get an estimate of the cost of care for services you may need. This can help you make an informed decision about where to obtain care. Finally, it is important to keep your Northwind Standard plan active while you are out of state. This will ensure that you remain eligible for coverage if you need to receive out-of- area care. By following the tips outlined above, you can ensure that you are prepared if you find yourself needing care outside of Washington. Northwind Standard provides coverage for out-of-area emergency services, but it does not provide coverage for non-emergency ", "latency": 5.682149, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY by providing detailed actions for both Northwind Health Plus and Northwind Standard plans, as described in the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, covering both Northwind Health Plus and Northwind Standard plans, and includes all essential details required for a comprehensive understanding.", "answer_length": 851, "citations_matched": 0.0, "any_citation": true} +{"question": "What is prior-authorization in Northwind Standard?", "truth": "Prior-authorization is a process in which Northwind Health requires Contoso's employees to get approval from their plan before receiving certain services or treatments. This ensures that the care is necessary and medically appropriate. Without prior-authorization, the employee may be responsible for the full cost of any services or treatments received without approval. [Northwind_Standard_Benefits_Details.pdf#page=63]", "answer": "Prior-authorization in Northwind Standard is a process requiring employees to get approval from their plan before receiving certain services or treatments to ensure the care is necessary, medically appropriate, and cost-effective. If prior-authorization is not obtained, the employee may be responsible for the full cost. It is part of Care Management services designed to provide support and proactive care for members [Northwind_Standard_Benefits_Details.pdf#page=63][Northwind_Standard_Benefits_Details.pdf#page=61][Northwind_Standard_Benefits_Details.pdf#page=60].", "context": "Northwind_Standard_Benefits_Details.pdf#page=63: #### Prior-Authorization for Benefit Coverage CARE MANAGEMENT: Prior-Authorization for Benefit Coverage At Northwind Health, Contoso's employees have access to a variety of healthcare benefits, including coverage for medical, vision, and dental services. With Northwind Standard, employees can also choose from a variety of in-network providers for their care. However, in order to get the most out of their benefit coverage, employees should be aware of the prior-authorization process for certain services and treatments. Prior-authorization is a process in which Northwind Health requires Contoso's employees to get approval from their plan before receiving certain services or treatments. This process helps ensure that the care is necessary and medically appropriate. If prior-authorization is not obtained, the employee may be responsible for the full cost of any services or treatments that are received without approval. Some services or treatments that may require prior-authorization include, but are not limited to, hospital stays, certain \n\nNorthwind_Standard_Benefits_Details.pdf#page=61: How Prior-Authorization Works CARE MANAGEMENT: How Prior-Authorization Works Prior authorization is a process that Northwind Standard uses to help ensure that members receive medically necessary, cost-effective, and appropriate services.\n\nNorthwind_Standard_Benefits_Details.pdf#page=60: Northwind Standard provides coverage for out-of-area emergency services, but it does not provide coverage for non-emergency services, out-of-network services, or care received outside of Washington for more than 12 consecutive months. Prior authorization must also be obtained in order to receive coverage. Keeping your plan active while out of state will also ensure that you remain eligible for coverage. ### CARE MANAGEMENT Prior-Authorization CARE MANAGEMENT: Prior Authorization Northwind Standard includes Care Management services, which are designed to provide support, information, and proactive care for members. Specifically, this plan includes a Prior Authorization (PA) process for certain services. Prior Authorization is a process used by Northwind Health to make sure that a covered service is medically necessary and is the most cost-effective way to receive the service. Before certain services are approved and covered, an authorization must be requested from Northwind Health.", "latency": 2.769679, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with all relevant details provided in the CONTEXT.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights into the role of prior-authorization in Care Management services.", "answer_length": 568, "citations_matched": 1.0, "any_citation": true} +{"question": "What need for pre-authorization in Northwind Standard Benefits?", "truth": "Some medical services under the Northwind Standard Benefits require pre-authorization before they can be approved to ensure that medically necessary treatments are provided in a timely and cost-effective manner. [Northwind_Standard_Benefits_Details.pdf#page=68]", "answer": "Prior authorization is required for certain services or treatments including hospital stays, certain medical procedures, durable medical equipment, certain prescription drugs, certain laboratory tests, imaging services, and physical therapy. The employee's physician must submit a request to Northwind Health, which will review the request to determine medical necessity and coverage under the Northwind Standard plan. Some criteria may need to be met for approval. Preventive care services, emergency services, mental health, and substance abuse coverage do not require prior authorization. Out-of-network services covered by the plan require prior authorization. If unsure whether a service requires prior authorization or precertification, contact Northwind Health Customer Service [Northwind_Standard_Benefits_Details.pdf#page=62][Northwind_Standard_Benefits_Details.pdf#page=63][Northwind_Standard_Benefits_Details.pdf#page=66].", "context": "Northwind_Standard_Benefits_Details.pdf#page=63: Some services or treatments that may require prior-authorization include, but are not limited to, hospital stays, certain medical procedures, durable medical equipment, and certain prescription drugs. In order to obtain prior-authorization, the employee's physician must submit a request to Northwind Health. The request will then be reviewed by Northwind Health to determine if the service or treatment is medically necessary and if it is a covered benefit under the Northwind Standard plan. In some cases, Northwind Health may also require that the employee meet certain criteria in order to be approved for a service or treatment. These criteria may include specific medical tests or treatments, lifestyle changes, or other requirements. If the employee is unable to meet the criteria, prior-authorization may not be granted. There are some exceptions to the prior-authorization process. For example, preventive care services and emergency services are not subject to prior-authorization. In addition, mental health and substance abuse coverage is not subject to prior-authorization. However, out-of- network services \n\nNorthwind_Standard_Benefits_Details.pdf#page=62: With prior authorization, services must be approved by Northwind Health before you can receive them. This process helps ensure that members receive the right care at the right time. There are certain services that require prior authorization before the service is rendered. These services can include, but are not limited to, hospital stays, certain laboratory tests, certain imaging services, physical therapy, and durable medical equipment. Northwind Health may also require prior authorization for drugs that are not on the Northwind Standard formulary. When you or your doctor request a service that requires prior authorization, Northwind Health will review the request. Northwind Health will then decide if the service is medically necessary and covered under Northwind Standard. Northwind Health will notify you and your doctor of the decision within three business days. If Northwind Health approves the service, you may receive the service without any additional pre-authorization. However, if Northwind Health denies coverage, you may be able to appeal the decision. You can contact Northwind Health by \n\nNorthwind_Standard_Benefits_Details.pdf#page=66: Finally, it is important to note that there are some exceptions to the prior authorization process. For example, if you are receiving emergency services, you do not need to obtain prior authorization. Additionally, some services may require precertification rather than prior authorization. If you are unsure whether a service requires prior authorization or precertification, you can contact the Northwind Health Customer Service team for assistance. In summary, prior authorization is required for out-of-network services that are covered by the Northwind Standard plan. It is important to make sure to contact Northwind Health as soon as possible in order to start the process, and to provide all the necessary information. If you have any questions or need assistance with obtaining prior authorization, the Northwind Health Customer Service team is available 24/7 to help. Additionally, there are some exceptions to the prior authorization process, such as emergency services, which do not require ", "latency": 3.723449, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with all relevant details.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, including additional insights about exceptions and the process for obtaining pre-authorization.", "answer_length": 933, "citations_matched": 0.0, "any_citation": true} +{"question": "How does the Northwind Standard handle situations where other plans like Medicare or Medicaid are involved?", "truth": "Northwind Standard may pay first in situations where other plans like Medicare, Medicaid, or a veterans' health plan are involved, even if these other plans are usually the primary payer. [Northwind_Standard_Benefits_Details.pdf#page=75]", "answer": "The Northwind Standard plan handles situations involving Medicare or Medicaid by having those plans pay first, as they are considered primary over Northwind Standard [Northwind_Standard_Benefits_Details.pdf#page=74]. If you have other coverage, including Medicare or Medicaid, you must notify Northwind Health of any changes in your coverage status [Northwind_Standard_Benefits_Details.pdf#page=95]. Northwind Standard may still provide coverage in certain circumstances through subrogation and reimbursement, paying for medically necessary services from in-network providers after the other plan pays, but you may need to reimburse Northwind if they pay for services already covered by another plan [Northwind_Standard_Benefits_Details.pdf#page=76].", "context": "Northwind_Standard_Benefits_Details.pdf#page=74: Generally, the employee's primary health plan pays first, followed by the secondary health plan. However, if one of the health plans is a Medicare or Medicaid plan, that plan pays first. Under the Northwind Standard Plan, if you have other coverage, you may be able to use the network providers and services that are covered by Northwind Standard at a lower cost. However, the cost of services obtained from providers that are not in the Northwind Standard network will not be covered by the plan. When you receive health care services, it's important to identify all of your coverage to the provider to ensure that they bill each health plan appropriately. This helps to ensure that you receive the full benefits offered by each plan. If you do not identify all of your health coverage, it may result in a delay of payment or denial of coverage. When you submit a claim to Northwind Standard, you'll need to include information about the other coverage you have. If the claim is sent to Northwind Standard before any other plan, the claim will be processed based on the Northwind Standard \n\nNorthwind_Standard_Benefits_Details.pdf#page=95: When you enroll in the Northwind Standard plan, you may be eligible to continue coverage under other health plans. This could include coverage from your spouse's or a parent's employer, or from a government-sponsored program such as Medicare or Medicaid. If you and your spouse have coverage under different plans, you must determine which plan is the primary plan and which is secondary. This is important, as the primary plan will pay first; the secondary plan will pay what the primary plan does not. If you have other coverage, you must notify Northwind Health of any changes in your coverage status or any changes in any of your other coverage. If you fail to do so, you may be responsible for any charges that Northwind Health would have paid if you had notified them of the other coverage. In certain circumstances, you may be able to keep your other coverage and still be eligible for coverage under the Northwind Standard plan. However, if the other coverage is primary, you will be responsible for any charges that would have been paid by the Northwind \n\nNorthwind_Standard_Benefits_Details.pdf#page=76: Overall, it's important to understand how COB works and how it affects your benefits. By being aware of the rules and exceptions, you can ensure that you are getting the full coverage you need from both insurance companies. ### Subrogation And Reimbursement Subrogation And Reimbursement When you have other health coverage, such as Medicare or another employer's health plan, Northwind Standard may still provide coverage in certain circumstances. This is called \"subrogation and reimbursement.\" Subrogation and reimbursement works when another health plan pays for a service that is covered by Northwind Standard. In this case, Northwind Standard will pay for the same service, assuming that it was medically necessary and you received it from an in-network provider. If Northwind Standard pays for a service that is already covered by your other health plan, you may be responsible for reimbursing Northwind Standard. This can happen if you do not provide Northwind Standard with proof of your other coverage. There are certain exceptions ", "latency": 2.891306, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately addressing the QUERY with relevant details about how Northwind Standard handles situations involving Medicare or Medicaid, including the primary payer status, notification requirements, and subrogation and reimbursement processes.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, explaining the primary status of Medicare or Medicaid, the notification requirement, and the subrogation and reimbursement processes. It provides all essential details without extraneous information.", "answer_length": 750, "citations_matched": 0.0, "any_citation": true} +{"question": "What is the process for submitting claims for services like MRI/CT scans or physical therapy according to the Northwind_Standard_Benefits_Details.pdf?", "truth": "According to the Northwind_Standard_Benefits_Details.pdf, for services such as MRI/CT scans and physical therapy, your provider may need to submit a request prior to the service being performed. It's important to contact Northwind Health if you are unsure whether pre-approval is required. Additionally, when filing a claim, you should include all necessary documentation like itemized bills, a completed claim form, and any other requested documentation to avoid delays or denials. [Northwind_Standard_Benefits_Details.pdf#page=78]", "answer": "For submitting claims for services like MRI/CT scans or physical therapy under the Northwind Standard plan:\n\n- Some services require pre-approval from Northwind Health, and your provider may need to submit a request before the service is performed. This includes MRI/CT scans and physical therapy. Contact Northwind Health if unsure about pre-approval [Northwind_Standard_Benefits_Details.pdf#page=78].\n- Employees are responsible for submitting claims as soon as possible after the service to ensure timely payment [Northwind_Standard_Benefits_Details.pdf#page=17].\n- Claims can be filed directly through the Northwind website or app. If filing for a family member, authorization is needed [Northwind_Standard_Benefits_Details.pdf#page=78].\n- Obtain detailed explanations and documentation from your healthcare provider, including medical necessity, test results, and physician's notes [Northwind_Standard_Benefits_Details.pdf#page=89].\n- Send all documentation to Northwind Health promptly and follow up to ensure your claim is received and processed [Northwind_Standard_Benefits_Details.pdf#page=89].\n- Track your claims and follow up with Northwind Health if processing is delayed [Northwind_Standard_Benefits_Details.pdf#page=17].", "context": "Northwind_Standard_Benefits_Details.pdf#page=78: If you are a Northwind Standard member, you may be able to file a claim directly through the Northwind website or app. If you're filing a claim on behalf of a family member, make sure that you have their authorization to do so. It's important to also keep in mind that some services are subject to pre-approval from Northwind Health, and your provider may need to submit a request prior to the service being performed. This includes services such as MRI/CT scans, physical therapy, and other specialty services. If you are unsure whether your provider requires pre-approval for a service, you should contact Northwind Health prior to the service being performed. There are a few exceptions to the twelve month timely filing limit.\n\nNorthwind_Standard_Benefits_Details.pdf#page=17: Employees should keep this in mind when selecting providers and services to ensure that they are covered by their plan. #### Claims Employees are responsible for submitting claims for services that are covered by their insurance plan. Claims should be submitted as soon as possible after a service is rendered to ensure timely payment. Employees should keep track of their claims and follow up with Northwind Health if a claim is not processed in a timely manner. Tips To ensure that employees are taking full advantage of their Northwind Standard plan, there are a few tips that they should keep in mind. . Make sure to understand the details of the plan and the associated out-of-pocket costs before receiving a service. · Select in-network providers to maximize coverage and avoid unexpected costs. · Submit claims as soon as possible after a service is rendered. · Track claims and follow up with Northwind Health if a claim is not processed in a timely manner. · Take advantage of preventive services to stay healthy and reduce future costs. · Ask questions and contact Northwind \n\nNorthwind_Standard_Benefits_Details.pdf#page=89: · Ask your healthcare provider to provide you with a detailed explanation of the services and treatments you are receiving, as well as the medical necessity for them. . Make sure that all documentation is complete, including all required forms, test results, and physician's notes. · Send the documentation to Northwind Health as soon as possible. · Follow up with Northwind Health to ensure that your claim has been received and is being processed. By following these steps and providing any necessary evidence of medical necessity, you can help to ensure that your claim is processed quickly and accurately. The Group And You OTHER INFORMATION ABOUT THIS PLAN The Group and You The Northwind Standard plan is a group plan, meaning that it is offered to a group of people and not to individuals. The group includes all eligible employees of Contoso and their spouses or dependents. It is important to understand that the plan may not cover all or part of the cost of services received by those who are not ", "latency": 6.138149, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate process for submitting claims for services like MRI/CT scans or physical therapy, as requested in the QUERY.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including all essential details required for a comprehensive understanding of the claim submission process.", "answer_length": 1235, "citations_matched": 1.0, "any_citation": true} +{"question": "What is the role of the Independent Review Organization in the appeals process for Northwind Standard plan members?", "truth": "The Independent Review Organization (IRO) is the final step in the appeals process for Northwind Standard plan members. The decision made by the IRO is considered final and binding, although there are some exceptions that could apply to specific cases. [Northwind_Standard_Benefits_Details.pdf#page=83]", "answer": "The Independent Review Organization (IRO) is a third-party organization that reviews appeals and complaints about healthcare services denied coverage under the Northwind Standard plan. After completing its review, the IRO issues a formal decision either upholding or reversing the original decision. This decision is considered final and binding, with some exceptions if the decision was based on misapplication of plan provisions, incorrect information, or not made according to plan terms. The IRO represents the final step in the appeals process for Northwind Standard plan members [Northwind_Standard_Benefits_Details.pdf#page=83].", "context": "Northwind_Standard_Benefits_Details.pdf#page=83: The Independent Review Organization (IRO) is a third-party organization that reviews appeals and complaints about healthcare services that have been denied coverage under the Northwind Standard plan. If an employee is not satisfied with the decision made by Northwind Health, they can submit a written complaint or request an appeal by filing a formal grievance. What Happens After The IRO Decides? Once the IRO has completed its review, it will issue a formal decision either upholding the original decision or reversing it. The decision made by the IRO is considered final and binding. ### Exceptions There are some exceptions to the IRO decision that could be applicable to your case. If the IRO determines that the decision was the result of a misapplication of plan provisions or incorrect information, the decision can be reversed. Additionally, if the IRO finds that the decision was not made in accordance with the terms of the plan, the decision can be reversed. ### Tips For Employees If you are not satisfied with the decision made by Northwind Health, there are some tips that can \n\nNorthwind_Standard_Benefits_Details.pdf#page=83: ### Tips For Employees If you are not satisfied with the decision made by Northwind Health, there are some tips that can help you in the appeals process. · Familiarize yourself with the Northwind Standard plan provisions and the process for filing an appeal. · Gather all relevant information, including medical records, reports, and documents related to the decision that you are appealing. · Ensure that all relevant information is included in the appeal. · Submit the appeal within the timeframe specified in the plan. . Keep a copy of your appeal and all supporting documentation. · Contact Northwind Health or the IRO if you have any questions or need additional help. · If the IRO upholds the original decision, you may have other options available to you, such as an external review or an appeal to the state insurance commission. ### Conclusion The Independent Review Organization (IRO) is the final step in the appeals process for Northwind Standard plan members. While the decision made by the IRO is considered final and binding, there are some exceptions that could apply to your case.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=86: If the issue is not resolved at Level 2, you may request an external review to be conducted. This review will be conducted by an independent organization that is not affiliated with Northwind Health Plus. The external review will consider all facts and evidence that have been submitted in the appeal and make a final decision on the matter. Exceptions There are some exceptions to the appeals process. If the issue involves a claim that is more than one year old, the appeal must be denied. Additionally, if the claim was filed more than two years after the date of service, the appeal must also be denied. Tips If you have a complaint or appeal, it is important to remember the following tips: . Gather all relevant evidence and documents that support your claim. · Submit your complaint or appeal in writing and keep a copy for your own records. . Be sure to include all relevant details such as the date and time of the incident. · Follow the timeline outlined in the appeals process to ensure your complaint is addressed in a timely manner.", "latency": 3.676293, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully correct and complete, accurately reflecting the information provided in the CONTEXT about the role of the IRO in the appeals process.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information about the role of the Independent Review Organization, including additional insights about the exceptions to the finality of its decisions.", "answer_length": 635, "citations_matched": 1.0, "any_citation": true} +{"question": "Can you explain the eligibility criteria for the Northwind Standard plan offered to Contoso employees?", "truth": "The Northwind Standard plan is a group plan offered to all eligible employees of Contoso and their spouses or dependents. It is important to note that the plan may not cover all or part of the cost of services received by those who are not considered eligible members of the group. [Northwind_Standard_Benefits_Details.pdf#page=88]", "answer": "The eligibility criteria for the Northwind Standard plan offered to Contoso employees include being enrolled in the Northwind Standard health plan. For specific coverage like medical transportation, members must have no access to other transportation and have a medical condition requiring transportation [Northwind_Standard_Benefits_Details.pdf#page=38]. Additionally, employees must comply with reporting requirements for Workers' Compensation benefits, such as reporting work-related injuries or illnesses promptly and submitting claims within one year [Northwind_Standard_Benefits_Details.pdf#page=102]. The plan is a contract between the employee and Northwind Health, and by enrolling, employees agree to all terms and conditions [Northwind_Standard_Benefits_Details.pdf#page=87].", "context": "Northwind_Standard_Benefits_Details.pdf#page=87: · Understand your rights under HIPAA: you have the right to access your health information and correct any inaccurate information. . Make sure you understand the requirements of the ACA: if you're eligible, your employer must offer you minimum essential coverage or face a penalty. Following the law is an important part of employee benefits, and Contoso and Northwind Health strive to ensure that the Northwind Standard plan is in compliance with all applicable laws. Employees should make sure they understand their rights and responsibilities under the law when it comes to their employer-provided health insurance plan. With Northwind Standard, you can be sure that you're getting the coverage you need and that you're in compliance with the law. Entire Contract OTHER INFORMATION ABOUT THIS PLAN: Entire Contract The Northwind Standard plan is a contract between the employee and Northwind Health. By enrolling in the plan, the employee agrees to all of the terms and conditions included in the plan documents.\n\nNorthwind_Standard_Benefits_Details.pdf#page=102: At Contoso, we are committed to providing our employees with a safe and productive work environment. As such, we provide Workers' Compensation Insurance coverage through Northwind Health. This coverage provides financial protection to employees in the event of a work-related injury or illness, including medical treatment and lost wages. In the event of a work-related injury or illness, employees are eligible to receive benefits such as: · Medical care: This includes doctor visits, hospital care, and other treatment deemed necessary by a physician. · Wage replacement: This includes a portion of wages lost due to the injury or illness. · Vocational rehabilitation: This includes education, retraining, and job placement assistance. · Death benefits: This includes a lump sum payment to the surviving spouse or dependents in the event of a work-related death. In order to receive these benefits, employees must report the injury or illness to their supervisor as soon as possible. Employees must also submit a written claim to their employer within one year of the injury or illness.\n\nNorthwind_Standard_Benefits_Details.pdf#page=38: By following the tips listed above, employees can make sure they are using their medical transportation coverage correctly and getting the most out of their plan. ### Medical Transportation - State Restricted Care MEDICAL TRANSPORTATION - STATE RESTRICTED CARE The Northwind Standard health plan offers coverage for medical transportation services, including air and ground ambulance services, when medically necessary and pre-approved by Northwind Health. The plan also offers coverage for non-emergency transportation to and from medical appointments for members who have no access to other transportation. This coverage is subject to state and geographic restrictions and is available for members in the following states: Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, Mississippi, Oklahoma, Tennessee, and Texas. Eligible Members: For members to be eligible for this coverage, certain criteria must be met. These criteria include: . Having no access to other transportation. · Having a medical condition that requires transportation. · Being enrolled in the Northwind Standard health plan.", "latency": 3.312308, "groundedness": 4.0, "gpt_groundedness": 4.0, "groundedness_reason": "The RESPONSE provides some relevant information but includes details that are not directly related to the general eligibility criteria for the Northwind Standard plan, making it partially correct.", "relevance": 3.0, "gpt_relevance": 3.0, "relevance_reason": "The RESPONSE addresses the QUERY by providing some relevant details about the eligibility criteria but omits a comprehensive list of all necessary eligibility requirements, making it an incomplete response.", "answer_length": 786, "citations_matched": 0.0, "any_citation": true} +{"question": "what wrong things Northwind Health say about what they cover?", "truth": "Northwind Health makes intentionally false or misleading statements about their plans, including claiming to cover emergency services, mental health and substance abuse coverage, and out-of-network services, which they do not actually cover. [Northwind_Standard_Benefits_Details.pdf#page=90]", "answer": "Northwind Health makes intentionally false or misleading statements including claims that their plans cover services they do not cover, such as cosmetic surgery, experimental treatments, emergency services, mental health and substance abuse coverage, out-of-network services, all preventive care services, all prescription drugs, pre-existing conditions, or that the plan has \"no deductible\" or \"no out-of-pocket costs.\" They may also falsely claim the plan covers \"all\" medical services or has lower premiums than other plans. Misleading statements can also omit important information, such as mentioning \"low copays\" without noting high deductibles [Northwind_Health_Plus_Benefits_Details.pdf#page=96][Northwind_Standard_Benefits_Details.pdf#page=91].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=96: It's important to be aware of intentionally false or misleading statements when it comes to health insurance plans. Intentionally false or misleading statements about Northwind Health Plus can be found in any form of advertisement, marketing material, or other communication that is intended to influence a person's decision to purchase the plan. In order to protect yourself from being misled, it's important to read all the materials you receive from Northwind Health Plus carefully. This includes any emails, mailers, brochures, website materials, or other communications. Be sure to read the plan's Summary of Benefits and Coverage (SBC) for a complete description of the plan's coverage, benefits, and limitations. Some of the statements that may be considered intentionally false or misleading include: · Claiming that the plan covers services that it does not cover, such as cosmetic surgery or experimental treatments. · Claims that the plan has \"no deductible\" or \"no out-of-pocket costs.\" · Claims that the plan covers \"all\" medical services \n\nNorthwind_Standard_Benefits_Details.pdf#page=91: Intentionally False Or Misleading Statements: When it comes to health insurance, there are unfortunately many companies who make intentionally false or misleading statements about their plans. Northwind Health is no exception. It is important for employees to be aware of any potential inaccuracies or false information that Northwind Health may use when discussing their plans. First and foremost, it is important to remember that Northwind Standard does not offer coverage for emergency services, mental health and substance abuse coverage, or out-of- network services. The Northwind Standard plan provides coverage for medical, vision, and dental services, but does not cover any of the services mentioned. While Northwind Health may advertise that their plan covers these services, it is important to be aware that they do not. Northwind Health may also make claims that their plan covers any type of preventive care services. While Northwind Standard does cover some preventive care services, it is important to remember that they may not cover all \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=96: · Claims that the plan has \"no deductible\" or \"no out-of-pocket costs.\" · Claims that the plan covers \"all\" medical services or \"everything.\" · Claims that the plan has lower premiums than other plans. · Claims that the plan will cover medical expenses that are not covered by other plans. · Claims that the plan covers pre-existing conditions. · Claims that the plan covers all prescription drugs. It's also important to be aware of statements that are misleading because of their omission of important information. For example, a statement that the plan has \"low copays\" may be misleading if it does not also mention the fact that the plan has high deductibles. It's also important to remember that Northwind Health Plus may have restrictions on certain services or treatments. Be sure to read the plan's Summary of Benefits and Coverage (SBC) for a complete description of the plan's coverage, benefits, and limitations. If you become aware of any intentionally false or misleading statements about Northwind Health Plus, be sure to report it ", "latency": 3.709883, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely addresses the query by listing the misleading statements made by Northwind Health, as detailed in the context. It includes all relevant details from the context without introducing unrelated information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by listing specific misleading claims made by Northwind Health, making it a complete response. However, it does not include additional insights or elaboration beyond the examples provided.", "answer_length": 753, "citations_matched": 0.0, "any_citation": true} +{"question": "what is northwind standard benefits details?", "truth": "The Northwind Standard Benefits Details include information to help inform and empower members about their responsibilities and the coverage provided by the plan. This includes being aware of the plan's benefits and limitations, as well as obligations under the plan such as co-payments or co-insurance amounts for medical and vision expenses. [Northwind_Standard_Benefits_Details.pdf#page=92]", "answer": "Northwind Standard is a basic health plan providing coverage for medical, vision, and dental services, including preventive care and prescription drugs. It offers access to a variety of in-network providers such as primary care physicians, specialists, hospitals, and pharmacies. The plan requires monthly premiums and covers services like physicals, immunizations, screenings, diagnostic tests, medical consultations, physical therapy, mental health services, prescription drugs, inpatient hospital services, and emergency services. It does not cover cosmetic services, experimental treatments, most dental services, or out-of-network services. Employees are advised to keep receipts and review Explanation of Benefits (EOB) to understand out-of-pocket costs and allowed amounts. Northwind provides tools like a cost estimator and provider directory, plus 24/7 customer service for assistance [Northwind_Standard_Benefits_Details.pdf#page=3][Northwind_Standard_Benefits_Details.pdf#page=16][Northwind_Standard_Benefits_Details.pdf#page=46].", "context": "Northwind_Standard_Benefits_Details.pdf#page=3: ## Summary of Benefits ### Northwind Standard Northwind Standard is a basic plan that provides coverage for medical, vision, and dental services. This plan also offers coverage for preventive care services, as well as prescription drug coverage. With Northwind Standard, you can choose from a variety of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies. This plan does not offer coverage for emergency services, mental health and substance abuse coverage, or out-of-network services. ### SUMMARY OF YOUR COSTS #### Summary of Your Costs When you choose Northwind Standard as your health plan, you can rest assured that you are getting comprehensive coverage at an affordable cost. Here, we will explain the various costs associated with this plan so that you know what to expect when it comes to your out- of-pocket expenses. #### Premiums Premiums are the amount of money that you will need to pay each month for your coverage. Northwind Standard requires that premiums be paid on a monthly basis in order to keep the coverage in force.\n\nNorthwind_Standard_Benefits_Details.pdf#page=16: This will ensure that you are selecting a provider that will accept the plan and that you are aware of what your out-of-pocket costs may be. Make sure to keep all of your receipts and bills when you receive a service so that you can review them against your Explanation of Benefits (EOB). This will ensure that you are aware of any balance that may be owed after the Allowed Amount has been applied. Finally, remember that the Allowed Amount is not a guarantee of payment and that you may be responsible for paying any remaining balance. Therefore, it is important to review your EOB and contact the provider if there are any discrepancies or if you have any questions about the Allowed Amount. ## IMPORTANT PLAN INFORMATION Northwind Standard is a basic plan that provides coverage for medical, vision, and dental services. It's important for employees to understand the details of this plan to ensure that they are taking full advantage of their benefits. The following information will help employees to get the most out of their plan. Premiums The premium amount for Northwind \n\nNorthwind_Standard_Benefits_Details.pdf#page=46: The Northwind Standard plan covers services such as: \\- Preventive care services, including physicals, immunizations, and screenings \\- Diagnostic tests and treatments \\- Medical consultations \\- Physical therapy \\- Mental health services \\- Prescription drugs \\- Inpatient hospital services \\- Emergency services Northwind Standard does not cover certain types of services, including cosmetic services, experimental treatments, and most dental services. It also does not cover services provided by out-of-network providers. When using your Northwind Standard plan, it is important to understand your coverage and any costs that you may be responsible for. Northwind Health offers a variety of tools and resources to help you make the most of your coverage, including a cost estimator tool and a provider directory. Northwind also offers 24/7 customer service to answer any questions you may have about your coverage. Using your Northwind Standard plan can help you get the care you need while saving money. It is important to understand ", "latency": 4.719191, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely summarizes the Northwind Standard benefits as described in the CONTEXT, addressing the QUERY fully without introducing unrelated or incorrect information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information about the Northwind Standard benefits, including coverage details, exclusions, and additional tools for managing costs, making it a complete response.", "answer_length": 1041, "citations_matched": 0.0, "any_citation": true} +{"question": "what does Notice of Pre-Existing Condition Exclusions mean?", "truth": "The Notice of Pre-Existing Condition Exclusions provides information about any pre-existing condition exclusions that may apply to your coverage. It explains when these exclusions may apply and how they could affect your coverage. [Northwind_Standard_Benefits_Details.pdf#page=96]", "answer": "Notice of Pre-Existing Condition Exclusions provides information about any pre-existing condition exclusions that may apply to your coverage. It is important to read this notice carefully to understand when these exclusions may apply and how they could affect your coverage [Northwind_Standard_Benefits_Details.pdf#page=96].", "context": "Northwind_Standard_Benefits_Details.pdf#page=96: Notice of Benefit and Payment Parameters: This notice provides important information about the plan and its benefits, including what kind of coverage is provided, what types of services are covered, and what out-of-pocket costs you may be responsible for. Notice of Pre-Existing Condition Exclusions: This notice provides information about any pre-existing condition exclusions that may apply to your coverage. It is important to read this notice carefully to make sure you understand when pre-existing condition exclusions may apply and how they could affect your coverage. Notice of Continuation Coverage Rights: This notice provides information about your rights to continue coverage if you lose your job or if you experience a qualifying event. It is important to read this notice carefully to make sure you understand your rights to continue coverage. Notice of Availability of Plan Documents: This notice provides information about where you can find the plan documents \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=94: The Northwind Health Plus plan is a group health plan that is sponsored by Contoso and administered by Northwind Health. As a participant in this group plan, you will have access to a wide range of health benefits and services. Your employer, Contoso, pays a portion of the premium for the plan, and you are responsible for paying the remaining portion. This will be deducted directly from your paycheck each month. In addition to the premium, you may be responsible for certain costs when you receive health care services. Your contributions to the plan are based on the type of coverage you choose. For example, if you choose a single plan, you will pay a lower premium than if you choose a family plan. The premium and other costs you may incur when you receive health care services may change from year to year. It is important to note that you may be subject to certain exclusions or limitations on your coverage, such as pre-existing condition exclusions and/or waiting periods. You should review your plan documents carefully to make sure you understand exactly what is covered and what is excluded.\n\nNorthwind_Standard_Benefits_Details.pdf#page=71: At Contoso, we want our employees to be as healthy as possible, and that's why we've partnered with Northwind Health to offer Northwind Standard, a comprehensive health insurance plan that includes chronic condition management. By taking advantage of the chronic condition management services available through Northwind Standard, you can work closely with your health care provider to develop a plan of care that's tailored to your individual needs. With chronic condition management, you can ensure that your condition is being managed effectively, so that you can stay as healthy as possible. ## EXCLUSIONS EXCLUSIONS The Northwind Standard plan does not cover certain medical services and treatments. These services and treatments are known as exclusions. It is important for employees to be aware of the exclusions in this plan, so they can make informed decisions about their healthcare. Emergency Services: The Northwind Standard plan does not cover emergency services. This includes ambulance services and treatments that require immediate care. If you require emergency services, you will ", "latency": 1.827988, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with relevant details.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate information and provides additional insights by advising careful reading and mentioning the impact on coverage, which enhances understanding.", "answer_length": 324, "citations_matched": 1.0, "any_citation": true} +{"question": "What services does Northwind Health cover?", "truth": "Northwind Health is responsible for paying claims for eligible services based on the terms of the plan, but it does not cover emergency services, mental health and substance abuse services, or out-of-network services. [Northwind_Standard_Benefits_Details.pdf#page=99]", "answer": "Northwind Health Plus covers medical, vision, and dental services, prescription drugs, mental health and substance abuse services, preventive care, specialty care services including physical therapy, occupational therapy, and services by specialists like cardiologists and neurologists. Emergency services are also covered both in-network and out-of-network. The plan requires meeting deductibles and may require referrals or pre-authorization for certain services. It does not cover cosmetic surgery, elective treatments, experimental treatments, or conditions not covered by the plan such as some pre-existing conditions [Northwind_Health_Plus_Benefits_Details.pdf#page=17][Northwind_Health_Plus_Benefits_Details.pdf#page=103][Northwind_Health_Plus_Benefits_Details.pdf#page=48].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=17: Northwind Health Plus is a comprehensive health plan that offers coverage for medical, vision, and dental services. It also provides coverage for prescription drugs, mental health and substance abuse services, and preventive care. You can choose from a variety of in- network providers, including primary care physicians, specialists, hospitals, and pharmacies. Emergency services are also covered, both in-network and out-of-network. Co-pays, deductibles, and out-of-pocket maximums may apply to your plan. Your plan may also include separate deductibles for different services, such as prescription drugs and hospitalization. It is important to know what your plan covers and what the cost-sharing requirements are. To get more information, please visit the Northwind Health website or contact them directly. It is also important to remember that there may be certain exceptions or limitations in the plan. For instance, some plans may not cover certain types of services, such as cosmetic procedures, or they may have limits on \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=103: Members should also keep in mind that the plan may not cover certain services if the member has not met certain requirements, such as obtaining a referral from a primary care physician or pre-authorization from Northwind Health Plus. Finally, Northwind Health Plus may require pre-certification or pre-authorization for certain services. It is the responsibility of the member to ensure that pre-certification or pre-authorization is obtained prior to receiving services. Failure to obtain pre-certification or pre-authorization may result in the member being responsible for the full cost of the services. In summary, Northwind Health Plus provides comprehensive coverage for medical, vision, and dental services, as well as prescription drug coverage, mental health and substance abuse coverage, and coverage for preventive care services. The plan pays for covered services after the member has met the annual deductible, up to the maximum out-of-pocket limit. The plan may also pay for services that are not listed in the plan documents, if the health care provider determines that \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=48: Specialty Care Services: Northwind Health Plus covers specialty care services, such as physical therapy, occupational therapy, and mental health services. The plan also covers services provided by specialists, such as cardiologists, endocrinologists, and neurologists. Exceptions: Northwind Health Plus does not cover services that are not medically necessary, such as cosmetic surgery, elective treatments, and experimental treatments. In addition, the plan does not cover services for conditions that are not covered by the plan, such as pre-existing conditions.", "latency": 3.063055, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, accurately listing the services covered by Northwind Health and providing additional relevant details. It directly and completely answers the query without introducing unrelated information.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, providing a detailed list of covered services and additional insights into the plan's requirements and exclusions.", "answer_length": 781, "citations_matched": 0.0, "any_citation": true} +{"question": "How does choosing an in-network provider with Northwind Health Plus affect my healthcare costs?", "truth": "Choosing an in-network provider with Northwind Health Plus is crucial for lowering healthcare costs because in-network providers charge lower rates than out-of-network providers. Northwind Health Plus provides an extensive network of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies, allowing for a selection that best suits your needs. [Northwind_Health_Plus_Benefits_Details.pdf#page=4]", "answer": "Choosing an in-network provider with Northwind Health Plus results in lower out-of-pocket costs because in-network providers have agreed to charge lower rates for their services. This helps you save money on healthcare services compared to using out-of-network providers, where you may pay a larger portion or even the entire cost. It's important to verify that your provider is in-network for your specific plan, as in-network providers can vary between plans [Northwind_Health_Plus_Benefits_Details.pdf#page=4][Northwind_Health_Plus_Benefits_Details.pdf#page=10].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=4: Tips: · Make sure to double-check if a provider is in-network or out-of-network before you receive care. This will help you avoid any surprise costs. · Take advantage of preventive care services when they are offered. These services are covered at no cost to you and can help you stay healthy. · Be aware of your plan's formulary, which is a list of medications that are covered by your plan. If you are prescribed a medication that is not on the formulary, you may have to pay more out-of-pocket. . If you have any questions about your costs, you can contact Northwind Health for more information. ## HOW PROVIDERS AFFECT YOUR COSTS ### In-Network Providers HOW PROVIDERS AFFECT YOUR COSTS Choosing the right provider is an important part of getting the most value out of your health insurance plan. With Northwind Health Plus, you have access to an extensive network of in- network providers. Working with these providers is an essential part of getting the most value out of your plan. In-Network Providers When choosing an in-network provider for your health care needs, make sure to check with Northwind \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=4: In-Network Providers When choosing an in-network provider for your health care needs, make sure to check with Northwind Health Plus to ensure that the provider is in-network. This is important because in-network providers charge lower rates than out-of-network providers. Northwind Health Plus offers a wide range of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies. This lets you choose a provider that is most convenient for you and your family. It is important to note that in-network providers may not always be available in every area. The Northwind Health Plus website offers a searchable directory of all in-network providers in your area. This directory is regularly updated, so you can be sure that you are choosing from in-network providers that are available in your area. Cost Savings Using an in-network provider can help you save money on health care services. In-network providers have agreed to charge lower rates for their services, which can help you save money on your out-of-pocket \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=10: The provider you choose will have a direct impact on your costs. When you use in-network providers, you'll pay lower out-of-pocket costs. On the other hand, if you use out-of-network providers, you'll be responsible for a larger portion of the cost. In some cases, you may be responsible for the entire cost. It is important to note that in-network providers are not necessarily the same across all plans. So, even if a provider is in-network for one plan, they may not be in-network for another. Therefore, it's important to check if your preferred provider is in-network before you select a plan. When selecting a provider, there are a few tips you should keep in mind: · Research your provider's credentials. Make sure they are properly licensed and accredited. · Ask about their experience. How long have they been in practice? What kind of patients have they treated in the past? · Ask about their methods. Do they use evidence-based treatments? Are they up-to-date on the latest medical advancements? · Ask about their services. Do they offer preventive care services?", "latency": 3.605082, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with relevant details.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate information and includes additional insights about verifying provider status, which enhances understanding. Therefore, it deserves a high relevance score.", "answer_length": 565, "citations_matched": 1.0, "any_citation": true} +{"question": "how does Northwind Health Plus help me save money on healthcare costs?", "truth": "Northwind Health Plus assists in saving money on healthcare costs by providing balance billing protection, ensuring that you are not billed more than the allowed amount by your provider. [Northwind_Health_Plus_Benefits_Details.pdf#page=7]", "answer": "Northwind Health Plus helps you save money on healthcare costs by encouraging the use of in-network providers who charge lower rates, offering a searchable online directory to find these providers, and providing balance billing protection to avoid extra charges [Northwind_Health_Plus_Benefits_Details.pdf#page=7][Northwind_Health_Plus_Benefits_Details.pdf#page=4]. Additionally, you can use their 24/7 nurse hotline for medical advice, utilize their online pharmacy service for prescriptions, and keep track of your claims to better manage expenses [Northwind_Health_Plus_Benefits_Details.pdf#page=94].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=7: If you are charged for a service that was not covered, contact Northwind Health Plus right away. If you are considering a new provider, it is important to ask if they are in-network with Northwind Health Plus. This can save you time and money in the long run. Additionally, you can use Northwind Health Plus's online provider directory to search for a provider that is in-network and view their ratings. By understanding the difference between in-network and non-participating providers and being aware of any exceptions that may apply to you, you can save money on your health care costs. Northwind Health Plus is here to help you make the most of your coverage. If you have any additional questions about in-network and non-participating providers, please contact the Northwind Health Plus customer service line. Balance Billing Protection HOW PROVIDERS AFFECT YOUR COSTS: Balance Billing Protection Balance billing is a practice where \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=94: · Take advantage of Northwind Health's 24/7 nurse hotline, which can provide you with medical advice and other assistance. · Use your plan's in-network providers whenever possible, as this will help you save money. · Utilize Northwind Health's online pharmacy service, which allows you to easily order and manage your prescriptions without leaving home. · When you receive health care services, make sure to check that the provider is in-network and that the services are covered by your plan. . Keep track of your claims and other plan information, as this will help you to better understand your plan and stay on top of your health care expenses.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=4: In-Network Providers When choosing an in-network provider for your health care needs, make sure to check with Northwind Health Plus to ensure that the provider is in-network. This is important because in-network providers charge lower rates than out-of-network providers. Northwind Health Plus offers a wide range of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies. This lets you choose a provider that is most convenient for you and your family. It is important to note that in-network providers may not always be available in every area. The Northwind Health Plus website offers a searchable directory of all in-network providers in your area. This directory is regularly updated, so you can be sure that you are choosing from in-network providers that are available in your area. Cost Savings Using an in-network provider can help you save money on health care services. In-network providers have agreed to charge lower rates for their services, which can help you save money on your out-of-pocket ", "latency": 3.065183, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, accurately addressing the query with all relevant details provided in the context. It does not introduce any unrelated or incorrect information.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE is comprehensive and provides additional insights into how Northwind Health Plus helps save money on healthcare costs, making it a complete and insightful answer.", "answer_length": 603, "citations_matched": 1.0, "any_citation": true} +{"question": "what is copay for Northwind Health Plus?", "truth": "When using Northwind Health Plus, you may be responsible for a copayment (or copay) for certain services. The copayment for primary care visits is typically around $20, while specialist visits have a copayment of around $50. [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "For Northwind Health Plus, the copayments are as follows [Northwind_Health_Plus_Benefits_Details.pdf#page=11][Northwind_Health_Plus_Benefits_Details.pdf#page=12]:\n\n- Primary care office visits: $35 copay\n- Specialist office visits: $60 copay\n- Mental health provider visits: $45 copay\n- Emergency room visits: around $100 copay (not subject to split copay)\n- Preventive care services: typically no copay if in-network", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=11: ## IMPORTANT PLAN INFORMATION ### Copayments (Copays) IMPORTANT PLAN INFORMATION: Copayments (Copays) When using Northwind Health Plus, you may be responsible for a copayment (or copay) for certain services. A copayment is a fixed amount that you are expected to pay for a service. The amount of the copayment varies based on the type of service received, whether the service is rendered by an in-network or out-of-network provider, and other factors. #### In-Network Copays: For in-network services, copayments are generally lower than for out-of-network services. The copayment for primary care visits is typically around $20, while specialist visits have a copayment of around $50. For in-network emergency services, the copayment is typically around $100. In addition, for in-network preventive care services, there is typically no copayment. Out-of-Network Copays: For out-of-network services, copayments are typically higher than for in-network services. The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=11: The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75. For out-of-network emergency services, the copayment is typically around $150. Please note that Northwind Health Plus will only cover a portion of out-of-network services, and you may be responsible for the remaining balance. #### Exceptions: There are a few exceptions to the copayment amounts listed above. For example, for mental health and substance abuse services, the copayment for in-network services is typically around $30 and the copayment for out-of-network services is typically around $60. In addition, the copayment for preventive care services is typically waived if received from an in-network provider. #### Tips: It is important to remember that copayments are subject to change and may vary depending on the type of service received. It is also important to note that copayments are not waived for out-of-network services, and you may be responsible for the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=12: By understanding and following these tips, you can be sure to get the most out of your Northwind Health Plus coverage and avoid unnecessary copayments. ##### Split Copay For Office Visits IMPORTANT PLAN INFORMATION: Split Copay For Office Visits Northwind Health Plus offers a split copay for office visits in order to make healthcare more affordable for its members. This means that you will pay a lower copay for office visits than you would for other services. The split copay is applied to office visits with primary care physicians, specialists, and mental health providers. Office visits with primary care physicians are subject to a $35 copay. Office visits with specialists are subject to a $60 copay. Mental health visits with a psychiatrist or another mental health provider are subject to a $45 copay. There are a few exceptions to this split copay. Emergency room visits and urgent care visits are not subject to the split copay and will be subject to the full copay amount ", "latency": 2.6685, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, providing accurate and complete information about the copayments as specified in the context. It directly answers the query with all relevant details.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information about the copay for Northwind Health Plus, making it a complete response.", "answer_length": 417, "citations_matched": 0.0, "any_citation": true} +{"question": "What are the deductible amounts for in-network services under the Northwind Health Plus Benefits Details?", "truth": "The calendar year deductible for in-network services under the Northwind Health Plus Benefits Details is $1,500 for individuals and $3,000 for families. [Northwind_Health_Plus_Benefits_Details.pdf#page=13]", "answer": "The calendar year deductible for in-network services under the Northwind Health Plus plan is $1,500 for individuals and $3,000 for families [Northwind_Health_Plus_Benefits_Details.pdf#page=13].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=13: ##### Calendar Year Deductible ###### IMPORTANT PLAN INFORMATION: Calendar Year Deductible The Northwind Health Plus plan has a calendar year deductible that applies to some services. The amount you must pay out-of-pocket before the plan begins to pay for covered services is called the calendar year deductible. The calendar year deductible is the same for all members of the plan and is reset each year on the plan's renewal date. For In-Network Services: The calendar year deductible for in-network services is $1,500 for individuals and $3,000 for families. This means that you must pay the full cost of all covered services until you have paid a total of $1,500 for an individual and $3,000 for a family. Once this amount is reached, the plan will begin to pay its share of the cost of eligible services. For Out-of-Network Services: The plan does not have a calendar year deductible for out-of- network services. However, out-of-network services are subject to higher cost sharing than in-network services, so be sure to check with your \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=11: The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75. For out-of-network emergency services, the copayment is typically around $150. Please note that Northwind Health Plus will only cover a portion of out-of-network services, and you may be responsible for the remaining balance. #### Exceptions: There are a few exceptions to the copayment amounts listed above. For example, for mental health and substance abuse services, the copayment for in-network services is typically around $30 and the copayment for out-of-network services is typically around $60. In addition, the copayment for preventive care services is typically waived if received from an in-network provider. #### Tips: It is important to remember that copayments are subject to change and may vary depending on the type of service received. It is also important to note that copayments are not waived for out-of-network services, and you may be responsible for the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=108: Deductible: A deductible is the amount of money that an employee must pay out-of-pocket before the plan begins paying for covered services. Northwind Health Plus has a deductible of $2,000 per year. Coinsurance: Coinsurance is the percentage of the cost of a covered service that an employee must pay after the deductible is met. Northwind Health Plus has a coinsurance of 20%. Out-of-Pocket Maximum: The out-of-pocket maximum is the maximum amount of money that an employee has to pay for covered services in a plan year. This amount includes the deductible, coinsurance, and copayments. Northwind Health Plus has an out-of-pocket maximum of $4,000 per year. In-Network Provider: An in-network provider is a health care provider or facility that is contracted with the insurance company. Employees who use an in-network provider will have lower copayments and coinsurance amounts than those who use an out-of-network provider. Out-of-Network Provider: An out-of-network provider is a health care provider or facility that is not contracted with the ", "latency": 2.132788, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information directly from the CONTEXT, demonstrating full groundedness.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including all essential details required for a comprehensive understanding.", "answer_length": 193, "citations_matched": 1.0, "any_citation": true} +{"question": "What is the role of coinsurance in Northwind Health Plus?", "truth": "Coinsurance is a cost-sharing requirement under Northwind Health Plus, where after meeting the deductible, the policyholder is responsible for a certain percentage of the costs for covered services. This percentage is usually a portion of the allowed amount for a service, which the policyholder must pay. [Northwind_Health_Plus_Benefits_Details.pdf#page=13]", "answer": "Coinsurance in Northwind Health Plus is the percentage of the cost of a covered service that an employee must pay after the deductible is met. The coinsurance rate is 20% [Northwind_Health_Plus_Benefits_Details.pdf#page=108]. It is a cost-sharing requirement, meaning after meeting the deductible, the employee pays this percentage of costs for covered services [Northwind_Health_Plus_Benefits_Details.pdf#page=13]. When visiting an in-network hospital, coinsurance may apply depending on the type of service received, and it is a percentage of the total cost of services [Northwind_Health_Plus_Benefits_Details.pdf#page=35].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=108: Deductible: A deductible is the amount of money that an employee must pay out-of-pocket before the plan begins paying for covered services. Northwind Health Plus has a deductible of $2,000 per year. Coinsurance: Coinsurance is the percentage of the cost of a covered service that an employee must pay after the deductible is met. Northwind Health Plus has a coinsurance of 20%. Out-of-Pocket Maximum: The out-of-pocket maximum is the maximum amount of money that an employee has to pay for covered services in a plan year. This amount includes the deductible, coinsurance, and copayments. Northwind Health Plus has an out-of-pocket maximum of $4,000 per year. In-Network Provider: An in-network provider is a health care provider or facility that is contracted with the insurance company. Employees who use an in-network provider will have lower copayments and coinsurance amounts than those who use an out-of-network provider. Out-of-Network Provider: An out-of-network provider is a health care provider or facility that is not contracted with the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=13: However, out-of-network services are subject to higher cost sharing than in-network services, so be sure to check with your provider to find out the cost sharing that applies. Exceptions: Certain services are exempt from the calendar year deductible. These services include preventive care services and emergency services. Tips: · Be sure to check with your provider to find out if a service is subject to the calendar year deductible before receiving the service. · Make sure you understand the cost sharing that applies to out-of-network services. · Be aware that the calendar year deductible is reset each year on the plan's renewal date. · Remember that preventive care services and emergency services are exempt from the calendar year deductible. ####### Coinsurance IMPORTANT PLAN INFORMATION: Coinsurance Coinsurance is a cost-sharing requirement under Northwind Health Plus. This means that after you have met your deductible, you will be responsible for a certain percentage of the costs for covered \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=35: When visiting an in-network hospital, you may be required to pay a copayment or coinsurance depending on the type of service you're receiving. Copayments are a fixed dollar amount that you're responsible for paying, while coinsurance is a percentage of the total cost of the services. It's important to note that some services, such as cosmetic procedures, are not covered by Northwind Health Plus. Be sure to check with your plan to see what is and isn't covered. Tips for Using Your Hospital Coverage When visiting a hospital, it's important to be as informed as possible about your coverage. Here are a few tips to help you make the most of your Northwind Health Plus hospital coverage: · Make sure you know if the hospital you're visiting is in-network or out-of-network. If it's out-of-network, you'll be responsible for a portion of the costs. · Ask your doctor or hospital staff about any potential copayments or coinsurance costs you'll be responsible for before receiving any services. This will help you budget accordingly. · If you're admitted to the hospital, make sure you understand the services you'll ", "latency": 3.458044, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely answers the query using information from the context, without introducing any unrelated or incorrect information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query with accurate and complete information about the role of coinsurance in Northwind Health Plus, including its definition, rate, and application. It does not include additional insights or elaboration beyond the necessary details.", "answer_length": 625, "citations_matched": 1.0, "any_citation": true} +{"question": "How does the Northwind Health Plus Benefits Details.pdf explain the impact of choosing in-network versus non-participating providers on your healthcare costs, and what are the exceptions to prior authorization that do not require prior approval?", "truth": "The Northwind Health Plus Benefits Details.pdf explains that by understanding the difference between in-network and non-participating providers, you can save money on your healthcare costs. In-network providers are likely part of a negotiated agreement with Northwind Health Plus, which can result in lower costs for the insured. Additionally, there are exceptions to prior authorization that do not require prior approval, including routine office visits, immunizations, X-Ray services, emergency services, family planning services, maternity services, services and supplies related to diabetes, preventive care services, mental health and substance abuse services, routine eye exams, and routine dental exams. These services are exempt from prior authorization, potentially simplifying and reducing the cost of accessing these types of healthcare. [Northwind_Health_Plus_Benefits_Details.pdf#page=7] [Northwind_Health_Plus_Benefits_Details.pdf#page=65]", "answer": "Northwind Health Plus explains that choosing in-network providers generally results in lower healthcare costs, while out-of-network providers may charge more and not all services may be covered. Prior authorization is required to ensure medical necessity and adherence to plan rules, even for some out-of-network services. Exceptions to prior authorization include emergency care, inpatient hospital services, and outpatient hospital services if medically necessary, but you should still contact Northwind Health Plus to confirm in-network status. For out-of-network providers, exceptions to prior authorization include emergency services when the provider is the closest available and outpatient mental health services if medically necessary. However, claims must be submitted for review and processing [Northwind_Health_Plus_Benefits_Details.pdf#page=68][Northwind_Health_Plus_Benefits_Details.pdf#page=70][Northwind_Health_Plus_Benefits_Details.pdf#page=71].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=68: The exceptions to prior authorization are based on national and state medical regulations, as well as medical necessity and appropriateness criteria. The exceptions to prior authorization provided by Northwind Health Plus include: Emergency Care: Emergency care is covered without prior authorization if it is determined to be medically necessary. If you believe that you need emergency care, please contact Northwind Health Plus for approval. Inpatient Hospital Services: Inpatient hospital services are covered without prior authorization if it is determined that the services are medically necessary. However, if you require hospital services, please contact Northwind Health Plus to ensure that the hospital you are admitted to is an in-network provider. Outpatient Hospital Services: Outpatient hospital services are covered without prior authorization if it is determined that the services are medically necessary. However, if you require outpatient services, please contact Northwind Health Plus to ensure that the hospital you are visiting \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=71: Finally, it is important to remember that prior authorization is still required for some services even if they are provided by an out-of-network provider. Prior authorization is a process in which Northwind Health Plus reviews and evaluates the medical necessity of the requested service. This process helps to ensure that the services being requested are medically necessary and are provided in accordance with the plan's specific rules and guidelines. In conclusion, Northwind Health Plus makes exceptions to the prior authorization requirement for certain services when they are provided by an out-of-network provider. However, it is important to remember that Northwind Health Plus may not cover all of the services provided by an out-of-network provider, that out-of-network providers may charge more than those in-network, and that prior authorization is still required for some services even if they are provided by an out-of-network provider.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=70: Northwind Health Plus makes exceptions to the prior authorization requirement for the following services when provided by an out-of-network provider: · Emergency Services: For services that are medically necessary and when the out-of- network provider is the closest provider available, prior authorization is not required. However, the provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. · Outpatient Mental Health Services: Services that are medically necessary and provided by an out-of-network provider are not required to have prior authorization.", "latency": 4.608978, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with all necessary details.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, covering both the impact of provider choice on costs and the exceptions to prior authorization. It includes all essential details required for a comprehensive understanding, without adding extraneous information.", "answer_length": 961, "citations_matched": 0.0, "any_citation": true} +{"question": "How does the prior authorization process outlined in the Northwind Health Plus Benefits Details affect the coinsurance responsibilities for services that require prior authorization?", "truth": "The prior authorization process requires contacting Northwind Health Plus before receiving services or medications that need prior authorization to determine if it is necessary. If prior authorization is not obtained, the policyholder may be responsible for the entire cost of the service or medication. This impacts the coinsurance responsibilities as failing to obtain prior authorization could lead to the policyholder paying the full cost, rather than just the coinsurance amount. [Northwind_Health_Plus_Benefits_Details.pdf#page=63] [Northwind_Health_Plus_Benefits_Details.pdf#page=14]", "answer": "If prior authorization is not obtained for services that require it, the member may be responsible for the full cost of those services, meaning the plan may not cover them, which affects coinsurance responsibilities by potentially making the member liable for 100% of the cost [Northwind_Health_Plus_Benefits_Details.pdf#page=66][Northwind_Health_Plus_Benefits_Details.pdf#page=103][Northwind_Health_Plus_Benefits_Details.pdf#page=16].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=66: ## Prior-Authorization for Benefit Coverage CARE MANAGEMENT: Prior-Authorization for Benefit Coverage The Northwind Health Plus plan includes a care management system that requires prior- authorization for certain services to ensure that the plan is covering only medically necessary care. Prior-authorization is a process used by the insurance company to review a request for a specific service to ensure that it is medically necessary and meets the criteria set by the plan. This process helps to ensure that members are receiving the best care possible and that their benefits are used in the most cost-effective manner. In order to receive prior-authorization, members must provide their Northwind Health Plus provider with the necessary clinical information regarding their diagnosis and treatment plan. The provider then submits this information to Northwind Health Plus for review. Northwind Health Plus will then contact the provider with the decision on the prior- authorization request.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=103: Members should also keep in mind that the plan may not cover certain services if the member has not met certain requirements, such as obtaining a referral from a primary care physician or pre-authorization from Northwind Health Plus. Finally, Northwind Health Plus may require pre-certification or pre-authorization for certain services. It is the responsibility of the member to ensure that pre-certification or pre-authorization is obtained prior to receiving services. Failure to obtain pre-certification or pre-authorization may result in the member being responsible for the full cost of the services. In summary, Northwind Health Plus provides comprehensive coverage for medical, vision, and dental services, as well as prescription drug coverage, mental health and substance abuse coverage, and coverage for preventive care services. The plan pays for covered services after the member has met the annual deductible, up to the maximum out-of-pocket limit. The plan may also pay for services that are not listed in the plan documents, if the health care provider determines that \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=16: When you receive services from an out-of-network provider, you may be required to pay the full Allowed Amount up front. You then can submit a claim to Northwind Health Plus for reimbursement of the Allowed Amount less any applicable copays, coinsurance, or deductibles. In some cases, Northwind Health Plus may not cover services that are considered experimental or investigational. If a service is not covered, you may be responsible for the entire cost of the service. Therefore, it is important to check with Northwind Health Plus prior to receiving services to determine if a service is covered. In addition, some services may be subject to pre-authorization or pre-certification. This means that you must obtain approval from Northwind Health Plus prior to receiving the service. If pre-authorization or pre-certification is not obtained, you may be responsible for the full cost of the services. It is important to understand that the Allowed Amount does not include any applicable copays, coinsurance, or deductibles ", "latency": 2.874487, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately explains the impact of not obtaining prior authorization on coinsurance responsibilities, using information from the CONTEXT. It directly answers the QUERY without introducing unrelated information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information about the impact of prior authorization on coinsurance responsibilities, without adding extraneous information or additional insights.", "answer_length": 435, "citations_matched": 0.0, "any_citation": true} +{"question": "How does the Northwind Standard Benefits Details document explain the financial responsibilities for in-network and out-of-network providers, and what are some specific services covered under the plan as mentioned in the document?", "truth": "The Northwind Standard Benefits Details document explains that when selecting an in-network provider, individuals are typically responsible for only a portion of the cost for services, often referred to as a \"co-pay\" or \"co-insurance\". However, for out-of-network providers, the costs can be significantly higher, and individuals may be responsible for the entire cost of services or a much larger portion than with an in-network provider. Specific services covered under the plan include the cost of blood or blood products during a hospital stay or procedure, the collection, storage, and transfusion of platelets and plasma, along with necessary laboratory tests to assess compatibility. [Northwind_Standard_Benefits_Details.pdf#page=10] [Northwind_Standard_Benefits_Details.pdf#page=21]", "answer": "The Northwind Standard Benefits Details document explains that in-network providers have contracts with Northwind Health, resulting in lower copays and deductibles, and many services like preventive care may be covered at no cost. Out-of-network providers are not in the network, may not be covered, or may result in significantly higher costs, and you may be responsible for the entire cost or a larger portion of services. Some services, such as mental health and substance abuse, may have different coverage rules. Preventive care services covered include immunizations, physical exams, and screenings. Emergency services covered include emergency surgery and emergency room visits [Northwind_Standard_Benefits_Details.pdf#page=4][Northwind_Standard_Benefits_Details.pdf#page=10][Northwind_Standard_Benefits_Details.pdf#page=103].", "context": "Northwind_Standard_Benefits_Details.pdf#page=10: #### Out-of-Network Providers Northwind Standard offers coverage for some out-of-network providers, but the costs associated with these providers can be significantly more expensive than in-network providers. If you choose an out-of-network provider, you may be responsible for the entire cost of services, or a far greater portion of the cost than you would with an in-network provider. In some cases, Northwind Standard may offer coverage for out-of-network providers, but you may still have to pay more than you would for an in-network provider. #### Exceptions Some providers may offer services that are outside of the Northwind Standard plan coverage. Depending on the services provided, you may have to pay out-of-pocket for services that are not covered. Additionally, it's important to note that there may be different rules and coverage levels associated with certain types of services, such as those related to mental health and substance abuse. Tips If you're considering a provider that is not in-network, it's important to understand the costs associated with that \n\nNorthwind_Standard_Benefits_Details.pdf#page=103: Here is a breakdown of some of the key terms and definitions associated with the Northwind Standard insurance plan. In-Network Provider: An in-network provider is a healthcare provider that has a contract with Northwind Health and is included in the network of providers who are eligible to receive payments from Northwind Health. This includes primary care physicians, specialists, hospitals, and pharmacies. Out-of-Network Provider: An out-of-network provider is a healthcare provider that is not included in the Northwind Health network and is not eligible to receive payments from Northwind Health. Out-of-network providers are not covered by Northwind Standard. Preventive Care Services: Preventive care services are services that are designed to help prevent illness and promote health. These services may include immunizations, physical exams, screenings, and other preventive care services. Emergency Services: Emergency services are services that are provided in the case of an emergency. These services may include emergency surgery, emergency room visits, or other emergency services. Northwind Standard does \n\nNorthwind_Standard_Benefits_Details.pdf#page=4: This document will show you exactly how much you are being charged for each service and what your plan is covering. By following these tips, you can ensure that you are getting the most out of your Northwind Standard health plan. ## HOW PROVIDERS AFFECT YOUR COSTS ### In-Network Providers HOW PROVIDERS AFFECT YOUR COSTS When selecting a health insurance plan, one of the most important factors to consider is the network of in-network providers that are available with the plan. Northwind Standard offers a wide variety of in-network providers, ranging from primary care physicians, specialists, hospitals, and pharmacies. This allows you to choose a provider that is convenient for you and your family, while also helping you to keep your costs low. When you choose a provider that is in-network with your plan, you will typically pay lower copays and deductibles than you would with an out-of-network provider. In addition, many services, such as preventive care, may be covered at no cost when you receive care from an in-network provider.", "latency": 3.854958, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY by explaining the financial responsibilities for in-network and out-of-network providers and listing specific services covered under the plan, all of which are supported by the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information about financial responsibilities and specific services covered, meeting the criteria for a complete response.", "answer_length": 833, "citations_matched": 0.5, "any_citation": true} +{"question": "How can a claim for medically necessary rehabilitation therapy services be processed quickly under the Northwind Standard plan?", "truth": "To ensure quick processing of a claim for medically necessary rehabilitation therapy services under the Northwind Standard plan, one should ask the healthcare provider for a detailed explanation of the services and treatments, ensure all documentation including required forms, test results, and physician's notes are complete, send the documentation to Northwind Health promptly, and follow up with them to confirm receipt and processing of the claim. [Northwind_Standard_Benefits_Details.pdf#page=88] [Northwind_Standard_Benefits_Details.pdf#page=48]", "answer": "To process a claim for medically necessary rehabilitation therapy services quickly under the Northwind Standard plan, you should:\n\n- Ask your healthcare provider for a detailed explanation of the services, treatments, and their medical necessity.\n- Ensure all documentation is complete, including required forms, test results, and physician's notes.\n- Send the documentation to Northwind Health as soon as possible.\n- Follow up with Northwind Health to confirm receipt and processing of your claim.\n\nProviding necessary evidence of medical necessity such as medical records, physician's notes, diagnostic test results, and treatment plans is essential. Northwind Health may deny services not deemed medically necessary but may waive evidence requirements in urgent cases [Northwind_Standard_Benefits_Details.pdf#page=89][Northwind_Standard_Benefits_Details.pdf#page=88].", "context": "Northwind_Standard_Benefits_Details.pdf#page=89: · Ask your healthcare provider to provide you with a detailed explanation of the services and treatments you are receiving, as well as the medical necessity for them. . Make sure that all documentation is complete, including all required forms, test results, and physician's notes. · Send the documentation to Northwind Health as soon as possible. · Follow up with Northwind Health to ensure that your claim has been received and is being processed. By following these steps and providing any necessary evidence of medical necessity, you can help to ensure that your claim is processed quickly and accurately. The Group And You OTHER INFORMATION ABOUT THIS PLAN The Group and You The Northwind Standard plan is a group plan, meaning that it is offered to a group of people and not to individuals. The group includes all eligible employees of Contoso and their spouses or dependents. It is important to understand that the plan may not cover all or part of the cost of services received by those who are not \n\nNorthwind_Standard_Benefits_Details.pdf#page=74: Generally, the employee's primary health plan pays first, followed by the secondary health plan. However, if one of the health plans is a Medicare or Medicaid plan, that plan pays first. Under the Northwind Standard Plan, if you have other coverage, you may be able to use the network providers and services that are covered by Northwind Standard at a lower cost. However, the cost of services obtained from providers that are not in the Northwind Standard network will not be covered by the plan. When you receive health care services, it's important to identify all of your coverage to the provider to ensure that they bill each health plan appropriately. This helps to ensure that you receive the full benefits offered by each plan. If you do not identify all of your health coverage, it may result in a delay of payment or denial of coverage. When you submit a claim to Northwind Standard, you'll need to include information about the other coverage you have. If the claim is sent to Northwind Standard before any other plan, the claim will be processed based on the Northwind Standard \n\nNorthwind_Standard_Benefits_Details.pdf#page=88: This evidence must be provided to Northwind Health in order for the service to be covered. Examples of the types of medical evidence that may be requested include: · Medical records · Physician's notes · Diagnostic test results · Treatment plans It is important to note that Northwind Health reserves the right to deny any services or treatments that it believes are not medically necessary. Exceptions In some cases, Northwind Health may waive the requirement for evidence of medical necessity. For example, if the service or treatment is deemed to be medically necessary and urgent, Northwind Health may choose to provide coverage without requiring additional evidence. #### Tips for Employees If you are receiving services or treatments that require evidence of medical necessity, there are a few steps you can take to ensure that your claim is processed quickly and accurately:", "latency": 3.541649, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, accurately addressing the query with all necessary details and without introducing unrelated information.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, and it includes additional relevant insights about the waiver of evidence requirements in urgent cases, which enhances understanding.", "answer_length": 870, "citations_matched": 0.5, "any_citation": true} +{"question": "What steps can be taken to ensure quick and accurate processing of claims under the Northwind Standard Benefits Details?", "truth": "To ensure quick and accurate processing of claims under the Northwind Standard Benefits Details, one should ask their healthcare provider for a detailed explanation of the services and treatments, including the medical necessity for them. It is also important to ensure that all documentation is complete, including all required forms, test results, and physician's notes. Additionally, sending the documentation to Northwind Health as soon as possible and following up with them to ensure the claim has been received and is being processed are crucial steps. [Northwind_Standard_Benefits_Details.pdf#page=88] [Northwind_Standard_Benefits_Details.pdf#page=44]", "answer": "To ensure quick and accurate processing of claims under the Northwind Standard Benefits Details, you should:\n\n- Ask your healthcare provider for a detailed explanation of services, treatments, and their medical necessity.\n- Make sure all documentation is complete, including required forms, test results, and physician's notes.\n- Submit the documentation to Northwind Health as soon as possible.\n- Follow up with Northwind Health to confirm receipt and processing of your claim.\n- Include all necessary documentation such as itemized bills and completed claim forms.\n- Keep track of service dates and maintain copies of all related documents.\n- Submit claims promptly after services are rendered.\n- Select in-network providers to maximize coverage and avoid unexpected costs.\n- Contact Northwind Health if unsure about filing requirements or if claims are delayed.\n\nThese steps help ensure timely filing and reduce the risk of delays or denials [Northwind_Standard_Benefits_Details.pdf#page=89][Northwind_Standard_Benefits_Details.pdf#page=79][Northwind_Standard_Benefits_Details.pdf#page=17].", "context": "Northwind_Standard_Benefits_Details.pdf#page=89: · Ask your healthcare provider to provide you with a detailed explanation of the services and treatments you are receiving, as well as the medical necessity for them. . Make sure that all documentation is complete, including all required forms, test results, and physician's notes. · Send the documentation to Northwind Health as soon as possible. · Follow up with Northwind Health to ensure that your claim has been received and is being processed. By following these steps and providing any necessary evidence of medical necessity, you can help to ensure that your claim is processed quickly and accurately. The Group And You OTHER INFORMATION ABOUT THIS PLAN The Group and You The Northwind Standard plan is a group plan, meaning that it is offered to a group of people and not to individuals. The group includes all eligible employees of Contoso and their spouses or dependents. It is important to understand that the plan may not cover all or part of the cost of services received by those who are not \n\nNorthwind_Standard_Benefits_Details.pdf#page=79: These include claims submitted for newborns, claims submitted for a deceased member, and claims submitted for services that were provided out-of-country. In these situations, claims may be submitted up to 24 months after the date of service. It's also important to remember that when filing a claim, you should make sure to include all necessary documentation. This includes itemized bills, a completed claim form, and any other documentation that is requested by Northwind Health. If any of these items are missing, your claim may be delayed or denied. To ensure timely filing, it's important to keep track of the dates of service for all services you receive. You should also keep copies of all documentation related to your services, and if you're unsure of the filing requirements, you should contact Northwind Health for clarification. Overall, timely filing is an important part of the claim filing process. By following the guidelines for timely filing and including all necessary documentation with your claims, you can help ensure that your claims are processed quickly and accurately. ## COMPLAINTS AND APPEALS What You Can Appeal COMPLAINTS AND APPEALS What You Can Appeal When yo\n\nNorthwind_Standard_Benefits_Details.pdf#page=17: Employees should keep this in mind when selecting providers and services to ensure that they are covered by their plan. #### Claims Employees are responsible for submitting claims for services that are covered by their insurance plan. Claims should be submitted as soon as possible after a service is rendered to ensure timely payment. Employees should keep track of their claims and follow up with Northwind Health if a claim is not processed in a timely manner. Tips To ensure that employees are taking full advantage of their Northwind Standard plan, there are a few tips that they should keep in mind. . Make sure to understand the details of the plan and the associated out-of-pocket costs before receiving a service. · Select in-network providers to maximize coverage and avoid unexpected costs. · Submit claims as soon as possible after a service is rendered. · Track claims and follow up with Northwind Health if a claim is not processed in a timely manner. · Take advantage of preventive services to stay healthy and reduce future costs. · Ask questions and contact Northwind ", "latency": 4.658325, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, providing a comprehensive and accurate list of steps to ensure quick and accurate processing of claims, as requested by the query.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights on maximizing coverage and avoiding costs, which enhances understanding.", "answer_length": 1093, "citations_matched": 0.0, "any_citation": true} +{"question": "What are some services exempt from prior authorization according to the Northwind Health Plus Benefits Details?", "truth": "According to the Northwind Health Plus Benefits Details, services exempt from prior authorization include routine office visits, immunizations, X-Ray services, emergency services, family planning services, maternity services, services and supplies related to diabetes, preventive care services, mental health and substance abuse services, routine eye exams, and routine dental exams. [Northwind_Health_Plus_Benefits_Details.pdf#page=102] [Northwind_Health_Plus_Benefits_Details.pdf#page=65]", "answer": "Services exempt from prior authorization according to Northwind Health Plus include: routine office visits, immunizations, X-ray services, emergency services, family planning services, maternity services, services and supplies related to diabetes, preventive care services, mental health and substance abuse services, routine eye exams, and routine dental exams [Northwind_Health_Plus_Benefits_Details.pdf#page=65]. Additionally, emergency care, inpatient hospital services, and outpatient hospital services are covered without prior authorization if medically necessary [Northwind_Health_Plus_Benefits_Details.pdf#page=68]. Exceptions also apply for emergency services and outpatient mental health services provided by out-of-network providers when medically necessary [Northwind_Health_Plus_Benefits_Details.pdf#page=70].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=68: The exceptions to prior authorization are based on national and state medical regulations, as well as medical necessity and appropriateness criteria. The exceptions to prior authorization provided by Northwind Health Plus include: Emergency Care: Emergency care is covered without prior authorization if it is determined to be medically necessary. If you believe that you need emergency care, please contact Northwind Health Plus for approval. Inpatient Hospital Services: Inpatient hospital services are covered without prior authorization if it is determined that the services are medically necessary. However, if you require hospital services, please contact Northwind Health Plus to ensure that the hospital you are admitted to is an in-network provider. Outpatient Hospital Services: Outpatient hospital services are covered without prior authorization if it is determined that the services are medically necessary. However, if you require outpatient services, please contact Northwind Health Plus to ensure that the hospital you are visiting \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=65: In certain cases, Northwind Health may require prior authorization even if the service is not listed above. Your doctor or health care provider should contact Northwind Health to determine if prior authorization is required prior to providing care. Exceptions to Prior Authorization There are certain services and treatments that are exempt from prior authorization. These include: · Routine office visits · Immunizations · X-Ray services · Emergency services · Family planning services · Maternity services · Services and supplies related to diabetes · Preventive care services · Mental health and substance abuse services · Routine eye exams · Routine dental exams It is important to note that the list of services and treatments that are exempt from prior authorization is subject to change. Your doctor or health care provider should contact Northwind Health to determine if prior authorization is required prior to providing care. Tips for Obtaining Prior Authorization When obtaining prior authorization for a service or treatment, it is important to \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=70: Northwind Health Plus makes exceptions to the prior authorization requirement for the following services when provided by an out-of-network provider: · Emergency Services: For services that are medically necessary and when the out-of- network provider is the closest provider available, prior authorization is not required. However, the provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. · Outpatient Mental Health Services: Services that are medically necessary and provided by an out-of-network provider are not required to have prior authorization.", "latency": 3.801413, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully correct and complete, accurately listing all services exempt from prior authorization as detailed in the CONTEXT. It directly addresses the QUERY with all relevant information.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights about exceptions and conditions, which enhances understanding.", "answer_length": 823, "citations_matched": 0.5, "any_citation": true} +{"question": "How does the prior authorization process detailed in the Northwind_Health_Plus_Benefits_Details.pdf impact the out-of-pocket costs for services and medications, and what are the copayment expectations for in-network services as outlined in the same document?", "truth": "The prior authorization process as detailed in the Northwind Health Plus Benefits Details requires contacting Northwind Health Plus before receiving certain services or medications to determine if prior authorization is needed. If prior authorization is not obtained, the policyholder may be responsible for the entire cost of the service or medication. Additionally, for in-network services, the copayment expectations are generally lower, with a typical copayment of around $20 for primary care visits and around $50 for specialist visits. [Northwind_Health_Plus_Benefits_Details.pdf#page=63] [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "The prior authorization process requires members to obtain approval from Northwind Health Plus before receiving certain services. Failure to obtain prior authorization or pre-certification may result in the member being responsible for the full cost of the services, increasing out-of-pocket costs [Northwind_Health_Plus_Benefits_Details.pdf#page=103][Northwind_Health_Plus_Benefits_Details.pdf#page=16][Northwind_Health_Plus_Benefits_Details.pdf#page=71].\n\nFor in-network services, copayments are applicable after meeting the annual deductible, and the plan pays for covered services up to the maximum out-of-pocket limit [Northwind_Health_Plus_Benefits_Details.pdf#page=103].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=71: The provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. · Prescription Drugs: Prior authorization is not required for services provided in a home or other non-institutional setting. The provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. When selecting an out-of-network provider, it is important to remember that Northwind Health Plus may not cover all of the services provided. It is important to ask the provider if the services are covered by Northwind Health Plus and to check with Northwind Health Plus to make sure that the services are covered. It is also important to remember that out-of-network providers may charge more than those in-network. Northwind Health Plus does not guarantee the amount charged by an out- of-network provider, and the member is responsible for any balance remaining after the plan has paid its portion. Finally, it is important to remember that prior authorization is still required for some services even if they are provided \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=103: Members should also keep in mind that the plan may not cover certain services if the member has not met certain requirements, such as obtaining a referral from a primary care physician or pre-authorization from Northwind Health Plus. Finally, Northwind Health Plus may require pre-certification or pre-authorization for certain services. It is the responsibility of the member to ensure that pre-certification or pre-authorization is obtained prior to receiving services. Failure to obtain pre-certification or pre-authorization may result in the member being responsible for the full cost of the services. In summary, Northwind Health Plus provides comprehensive coverage for medical, vision, and dental services, as well as prescription drug coverage, mental health and substance abuse coverage, and coverage for preventive care services. The plan pays for covered services after the member has met the annual deductible, up to the maximum out-of-pocket limit. The plan may also pay for services that are not listed in the plan documents, if the health care provider determines that \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=16: When you receive services from an out-of-network provider, you may be required to pay the full Allowed Amount up front. You then can submit a claim to Northwind Health Plus for reimbursement of the Allowed Amount less any applicable copays, coinsurance, or deductibles. In some cases, Northwind Health Plus may not cover services that are considered experimental or investigational. If a service is not covered, you may be responsible for the entire cost of the service. Therefore, it is important to check with Northwind Health Plus prior to receiving services to determine if a service is covered. In addition, some services may be subject to pre-authorization or pre-certification. This means that you must obtain approval from Northwind Health Plus prior to receiving the service. If pre-authorization or pre-certification is not obtained, you may be responsible for the full cost of the services. It is important to understand that the Allowed Amount does not include any applicable copays, coinsurance, or deductibles ", "latency": 3.336361, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately addressing both aspects of the QUERY: the impact of prior authorization on out-of-pocket costs and the copayment expectations for in-network services.", "relevance": 3.0, "gpt_relevance": 3.0, "relevance_reason": "The RESPONSE is relevant and addresses both aspects of the QUERY, but it lacks specific details about copayment amounts and examples of services requiring prior authorization, making it incomplete.", "answer_length": 677, "citations_matched": 0.0, "any_citation": true} +{"question": "How does using in-network providers affect the coinsurance responsibilities for services under the Northwind Health Plus Benefits, and what are the implications of using out-of-network providers?", "truth": "Using in-network providers under the Northwind Health Plus Benefits can result in lower coinsurance rates, meaning the policyholder will pay less for the same service. However, if out-of-network providers are used, the policyholder will be responsible for a larger portion of the cost, and in some cases, may be responsible for the entire cost. This highlights the importance of checking if a provider is in-network before selecting a plan to manage out-of-pocket costs effectively. [Northwind_Health_Plus_Benefits_Details.pdf#page=14] [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "Using in-network providers under Northwind Health Plus Benefits results in generally lower out-of-pocket costs and more comprehensive coverage. Employees pay a 20% coinsurance after meeting the $2,000 deductible, with lower copayments and coinsurance amounts compared to out-of-network providers. Out-of-network providers are covered to some extent, but out-of-pocket costs, including coinsurance, are typically higher. The plan has a $4,000 out-of-pocket maximum per year, which includes deductible, coinsurance, and copayments. In-network providers are contracted with the insurance company, leading to these cost advantages [Northwind_Health_Plus_Benefits_Details.pdf#page=42][Northwind_Health_Plus_Benefits_Details.pdf#page=108].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=42: Services are provided in-network and out-of- network, with coverage for both inpatient and outpatient visits. In-Network Services When receiving mental health care, it is important to make sure you are using an in- network provider. When you use an in-network provider, your out-of-pocket costs are generally lower and your coverage is more comprehensive. Northwind Health Plus offers a network of providers that are in-network, including primary care physicians, specialists, hospitals, and pharmacies. Out-of-Network Services In some cases, it may be necessary to receive mental health care from an out-of-network provider. Northwind Health Plus will still cover a portion of the cost of services received from an out-of-network provider. However, it is important to note that out-of-pocket costs are typically higher when receiving care from an out-of-network provider. Exceptions Northwind Health Plus does not cover some services related to mental health care, including long-term treatment \n\nNorthwind_Standard_Benefits_Details.pdf#page=10: Northwind Standard provides coverage for a variety of in-network providers, and the costs associated with each provider can vary significantly. To ensure you're getting the best value for your health care services, it's important to understand how providers can affect your costs. ### In-Network Providers Choosing in-network providers is the most cost-effective option when it comes to your Northwind Standard plan. In-network providers have agreed to accept a discounted rate on services, which means they are often less expensive than out-of-network providers. When selecting an in-network provider, you will likely only have to pay a portion of the cost for services, often referred to as a \"co-pay\" or \"co-insurance\". It's important to note that different types of services may require different co-pays or co-insurance, so it's best to contact your provider to understand what the cost will be. #### Out-of-Network Providers Northwind Standard offers coverage for some out-of-network providers, but the costs associated \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=108: Deductible: A deductible is the amount of money that an employee must pay out-of-pocket before the plan begins paying for covered services. Northwind Health Plus has a deductible of $2,000 per year. Coinsurance: Coinsurance is the percentage of the cost of a covered service that an employee must pay after the deductible is met. Northwind Health Plus has a coinsurance of 20%. Out-of-Pocket Maximum: The out-of-pocket maximum is the maximum amount of money that an employee has to pay for covered services in a plan year. This amount includes the deductible, coinsurance, and copayments. Northwind Health Plus has an out-of-pocket maximum of $4,000 per year. In-Network Provider: An in-network provider is a health care provider or facility that is contracted with the insurance company. Employees who use an in-network provider will have lower copayments and coinsurance amounts than those who use an out-of-network provider. Out-of-Network Provider: An out-of-network provider is a health care provider or facility that is not contracted with the ", "latency": 3.439068, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information from the CONTEXT, including details about coinsurance, deductibles, and the implications of using in-network versus out-of-network providers.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights about the benefits of in-network providers, which enhances understanding.", "answer_length": 733, "citations_matched": 0.0, "any_citation": true} +{"question": "What are the differences in copayment amounts for primary care and specialist visits under the Northwind Health Plus plan?", "truth": "Under the Northwind Health Plus plan, the copayment for primary care visits is typically around $20, while specialist visits have a copayment of around $50. [Northwind_Health_Plus_Benefits_Details.pdf#page=10] [Northwind_Health_Plus_Benefits_Details.pdf#page=9]", "answer": "Under the Northwind Health Plus plan, the copayment for primary care visits is typically around $20 in-network and $50 out-of-network, while specialist visits have a copayment of around $50 in-network and $75 out-of-network [Northwind_Health_Plus_Benefits_Details.pdf#page=11]. \n\nHowever, there is a split copay for office visits: office visits with primary care physicians have a $35 copay, and office visits with specialists have a $60 copay [Northwind_Health_Plus_Benefits_Details.pdf#page=12].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=11: ## IMPORTANT PLAN INFORMATION ### Copayments (Copays) IMPORTANT PLAN INFORMATION: Copayments (Copays) When using Northwind Health Plus, you may be responsible for a copayment (or copay) for certain services. A copayment is a fixed amount that you are expected to pay for a service. The amount of the copayment varies based on the type of service received, whether the service is rendered by an in-network or out-of-network provider, and other factors. #### In-Network Copays: For in-network services, copayments are generally lower than for out-of-network services. The copayment for primary care visits is typically around $20, while specialist visits have a copayment of around $50. For in-network emergency services, the copayment is typically around $100. In addition, for in-network preventive care services, there is typically no copayment. Out-of-Network Copays: For out-of-network services, copayments are typically higher than for in-network services. The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=11: The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75. For out-of-network emergency services, the copayment is typically around $150. Please note that Northwind Health Plus will only cover a portion of out-of-network services, and you may be responsible for the remaining balance. #### Exceptions: There are a few exceptions to the copayment amounts listed above. For example, for mental health and substance abuse services, the copayment for in-network services is typically around $30 and the copayment for out-of-network services is typically around $60. In addition, the copayment for preventive care services is typically waived if received from an in-network provider. #### Tips: It is important to remember that copayments are subject to change and may vary depending on the type of service received. It is also important to note that copayments are not waived for out-of-network services, and you may be responsible for the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=12: By understanding and following these tips, you can be sure to get the most out of your Northwind Health Plus coverage and avoid unnecessary copayments. ##### Split Copay For Office Visits IMPORTANT PLAN INFORMATION: Split Copay For Office Visits Northwind Health Plus offers a split copay for office visits in order to make healthcare more affordable for its members. This means that you will pay a lower copay for office visits than you would for other services. The split copay is applied to office visits with primary care physicians, specialists, and mental health providers. Office visits with primary care physicians are subject to a $35 copay. Office visits with specialists are subject to a $60 copay. Mental health visits with a psychiatrist or another mental health provider are subject to a $45 copay. There are a few exceptions to this split copay. Emergency room visits and urgent care visits are not subject to the split copay and will be subject to the full copay amount ", "latency": 2.867819, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate answer to the QUERY with all necessary details.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including all essential details required for a comprehensive understanding. It provides specific copayment amounts for both primary care and specialist visits, distinguishing between in-network and out-of-network costs, and mentions a split copay for office visits. The RESPONSE is directly relevant to the QUERY and does not include extraneous information.", "answer_length": 497, "citations_matched": 0.0, "any_citation": true} +{"question": "What are the limitations of the Right of Recovery provision in the Northwind Health Plus Benefits Details?", "truth": "The limitations of the Right of Recovery provision in the Northwind Health Plus Benefits Details include that it only applies to services covered under the plan and not to services that are not covered or are subject to limitations or exclusions. Additionally, it only applies to claims filed within six months of the date of service. There is also no guarantee that the insurance company will be able to recover all or part of the money already paid by the policyholder. [Northwind_Health_Plus_Benefits_Details.pdf#page=102] [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "The limitations of the Right of Recovery provision in the Northwind Health Plus Benefits Details are:\n- It only applies to services covered under the plan and does not apply to services not covered or those subject to limitations or exclusions.\n- Claims must be filed within six months of the date of service.\n- The insurance company may not be able to recover all or any of the money paid.\n- Documentation such as receipts is required if filing a claim [Northwind_Health_Plus_Benefits_Details.pdf#page=102].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=102: #### Right Of Recovery # OTHER INFORMATION ABOUT THIS PLAN: Right of Recovery The Right of Recovery provision in Northwind's Health Plus plan allows you to file a claim with the insurance company if you have already paid a bill for a medical service that is covered under the plan. This is important because it can help you recover any expenses that you have already paid out-of-pocket, including co-pays, co-insurance, and deductibles. Under this provision, you must first file a claim with the insurance company, and then the insurance company can attempt to recover the money that you have already paid from the provider who charged you. In some cases, if you have already paid the provider, they may be willing to reimburse you directly. However, there are some restrictions and exceptions to this provision that you should be aware of. First, the Right of Recovery provision only applies to services that are covered under the plan. It does not apply to services that are not covered or services that are subject to limitations or exclusions.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=102: It does not apply to services that are not covered or services that are subject to limitations or exclusions. Second, the Right of Recovery provision only applies to claims that are filed within six months of the date of service. Also, keep in mind that the Right of Recovery provision does not guarantee that the insurance company will be able to recover the money that you have already paid. The insurance company may be unable to recover the money that you have paid, or they may not be able to recover the entire amount. In these cases, the insurance company may offer to reimburse you for some portion of the money that you have already paid. Finally, if you have already paid a provider for a service that is covered under the plan, it is important to keep any receipts or other documentation. This documentation will be necessary if you decide to file a Right of Recovery claim with the insurance company. To sum up, the Right of Recovery provision in Northwind's Health Plus plan is a great way to help you recover any money \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=102: To sum up, the Right of Recovery provision in Northwind's Health Plus plan is a great way to help you recover any money that you have already paid for medical services that are covered under the plan. However, there are some restrictions and exceptions to this provision, so be sure to review the plan documents carefully before filing a claim. Additionally, if you have already paid a provider for a service that is covered under the plan, be sure to keep any receipts or other documentation, as this may be necessary if you decide to file a claim. ## Right To And Payment Of Benefits ### OTHER INFORMATION ABOUT THIS PLAN: Right To And Payment Of Benefits Under the Northwind Health Plus plan, members are entitled to receive the benefits listed in the plan documents. These benefits can be received from any in-network provider, as long as all eligibility requirements are met. The plan pays for covered health care services and supplies, including preventive care services, at the rates specified in ", "latency": 3.224088, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely lists the limitations of the Right of Recovery provision as described in the CONTEXT, making it a fully correct and complete response.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, listing all essential limitations of the Right of Recovery provision as requested.", "answer_length": 508, "citations_matched": 0.5, "any_citation": true} +{"question": "What are the benefits of the Chronic Condition Management Program offered by the Northwind Health Plus plan?", "truth": "The Chronic Condition Management Program (CCMP) offered by the Northwind Health Plus plan provides members with access to an interdisciplinary team of healthcare professionals, including physicians, nurses, social workers, nutritionists, pharmacists, and other specialists. This team offers personalized care and support to help members manage their chronic conditions and live healthier, happier lives. [Northwind_Health_Plus_Benefits_Details.pdf#page=102] [Northwind_Health_Plus_Benefits_Details.pdf#page=73]", "answer": "The Chronic Condition Management Program (CCMP) offered by the Northwind Health Plus plan provides members with access to an interdisciplinary team of healthcare professionals including physicians, nurses, social workers, nutritionists, pharmacists, and other specialists. Benefits include comprehensive care assessments and care plans, regular follow-up visits, personalized health education, assistance with medication management, coordination of services with other providers, and referrals to community resources. The program aims to help members better manage their chronic conditions, reduce the risk of complications, and improve their quality of life. It is available to members with conditions such as diabetes, asthma, congestive heart failure, coronary artery disease, COPD, chronic kidney disease, and hypertension [Northwind_Health_Plus_Benefits_Details.pdf#page=74][Northwind_Health_Plus_Benefits_Details.pdf#page=75].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=74: ## Chronic Condition Management CARE MANAGEMENT: Chronic Condition Management At Northwind Health, we understand that managing chronic conditions can be overwhelming and expensive. We are committed to helping our members manage their chronic conditions and live healthier, happier lives. That's why we offer a Chronic Condition Management Program (CCMP) as part of our Northwind Health Plus plan. This program provides members with access to an interdisciplinary team of healthcare professionals who can provide personalized care and support. The team includes physicians, nurses, social workers, nutritionists, pharmacists, and other specialists. The CCMP is designed to help members better manage their chronic conditions, reduce the risk of complications, and improve their quality of life. Through the program, members receive: · Comprehensive care assessments and care plans · Regular follow-up visits · Personalized \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=74: Through the program, members receive: · Comprehensive care assessments and care plans · Regular follow-up visits · Personalized health education · Assistance with medication management · Coordination of services with other providers · Referrals to community resources Exceptions: The CCMP is only available to Northwind Health Plus members who have one or more of the following chronic conditions: diabetes, asthma, congestive heart failure, coronary artery disease, chronic obstructive pulmonary disease (COPD), chronic kidney disease, and hypertension. Tips to Help Employees Manage Chronic Conditions: · Talk to your doctor: It's important to have open and honest conversations with your doctor about your condition and any concerns you may have. · Make lifestyle changes: Eating a healthy diet, exercising regularly, and quitting smoking can help manage your condition and reduce the risk of complications. · Stay organized: Keeping track of your medications, appointments, and lab results can help you stay on top of your condition \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=75: · Be proactive: Talk to your doctor if you have any questions or concerns about your condition or care plan. At Northwind Health, we understand that managing chronic conditions can be challenging. That's why we're committed to helping our members get the care and support they need to stay healthy and active. Through our Chronic Condition Management Program, we provide members with access to an interdisciplinary team of healthcare professionals who can provide personalized care and support. We also offer a variety of resources and programs to help members manage their chronic conditions. With Northwind Health Plus, you can rest assured that you'll have the support and resources you need to stay healthy and active. # EXCLUSIONS EXCLUSIONS Although Northwind Health Plus provides comprehensive coverage for medical, vision, and dental services, there are certain services and treatments that are excluded from the plan. It is important to understand these exclusions so that you can plan your care accordingly. Services Not Covered: Northwind ", "latency": 3.726153, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate answer to the QUERY by listing all the benefits of the Chronic Condition Management Program as described in the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, detailing the benefits of the program and the conditions it covers, making it a complete response.", "answer_length": 932, "citations_matched": 0.0, "any_citation": true} +{"question": "What happens if you use out-of-network providers according to Northwind Health Plus?", "truth": "If you use out-of-network providers according to Northwind Health Plus, you will be responsible for a larger portion of the cost. [Northwind_Health_Plus_Benefits_Details.pdf#page=9] [Northwind_Health_Plus_Benefits_Details.pdf#page=75]", "answer": "If you use out-of-network providers, the cost of care could be significantly higher because out-of-network providers are not required to accept the same reimbursement rates as contracted providers. Services from out-of-network providers may not count towards your deductible or out-of-pocket maximum, meaning you could be responsible for the entire cost minus any discounts. You may also be subject to balance billing, where the provider bills you for the difference between their charges and the amount paid by Northwind Health Plus. In some cases, if no in-network option is available, Northwind Health Plus will cover the same amount as if the care was in-network. It is important to check coverage and costs with Northwind Health Plus before using out-of-network providers, as not all services may be covered and prior authorization may still be required for some services [Northwind_Health_Plus_Benefits_Details.pdf#page=9][Northwind_Health_Plus_Benefits_Details.pdf#page=3][Northwind_Health_Plus_Benefits_Details.pdf#page=71].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=9: Generally, out-of-network providers are not required to accept the same reimbursement rates as contracted providers, so the cost of care could be significantly higher. It is also important to know that services received from an out-of-network provider may not count towards your deductible or be applied to your out-of-pocket maximum. This means that you may be responsible for paying the entire cost of the services, minus any applicable discounts. It is important to keep in mind that you may also be subject to balance billing from an out-of-network provider. Balance billing occurs when the provider bills you for the difference between their billed charges and the amount paid by Northwind Health Plus. In some cases, you may be able to receive care from an out-of-network provider if there is not an in-network option available. In these cases, Northwind Health Plus will cover the same amount as if the care was provided by an in-network provider. When considering care from an out-of-network provider, it is important to understand the potential risks of doing so.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=3: This plan also offers coverage for emergency services, both in-network and out-of-network. Your cost for Northwind Health Plus will depend on your plan type, the services you use, and the providers you visit. You can find more information about cost-sharing arrangements on the Northwind Health website. In-Network Costs: If you use an in-network provider, your out-of-pocket costs will be lower than if you use an out-of-network provider. This is because Northwind Health has negotiated discounted rates with in-network providers. Out-of-Network Costs: If you use an out-of-network provider, you may be responsible for paying the full cost of the services you receive. Additionally, you may have to pay a higher deductible and coinsurance. Prescription Drug Costs: Prescription drug costs are also taken into consideration with Northwind Health Plus. Your out-of-pocket costs will depend on the tier of the medication you are prescribed. Generally, brand-name and non-preferred generic medications will have higher out-of-pocket costs than preferred generic and \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=71: The provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. · Prescription Drugs: Prior authorization is not required for services provided in a home or other non-institutional setting. The provider must submit a claim for the services rendered to Northwind Health Plus for review and processing. When selecting an out-of-network provider, it is important to remember that Northwind Health Plus may not cover all of the services provided. It is important to ask the provider if the services are covered by Northwind Health Plus and to check with Northwind Health Plus to make sure that the services are covered. It is also important to remember that out-of-network providers may charge more than those in-network. Northwind Health Plus does not guarantee the amount charged by an out- of-network provider, and the member is responsible for any balance remaining after the plan has paid its portion. Finally, it is important to remember that prior authorization is still required for some services even if they are provided ", "latency": 5.22596, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately addressing the QUERY with all relevant details about the implications of using out-of-network providers according to Northwind Health Plus.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, covering all essential details required for a comprehensive understanding of the consequences of using out-of-network providers according to Northwind Health Plus.", "answer_length": 1032, "citations_matched": 0.5, "any_citation": true} +{"question": "What are the specific conditions and exceptions mentioned in the Northwind Health Plus Benefits Details.pdf for coordinating benefits with other employer plans and the Right of Recovery provision?", "truth": "The Northwind Health Plus Benefits Details.pdf specifies that to coordinate benefits with another employer plan, one must use an in-network provider within the Northwind Health Plus network and provide the other employer plan's information. Exceptions include not being able to coordinate benefits with non-major medical plans or high-deductible plans until the deductible is met. Regarding the Right of Recovery provision, it only applies to services covered under the plan and claims filed within six months of the service date. It does not guarantee recovery of payments made, and in cases where recovery is not possible, partial reimbursement might be offered. Documentation such as receipts is necessary if filing a Right of Recovery claim. [Northwind_Health_Plus_Benefits_Details.pdf#page=77] [Northwind_Health_Plus_Benefits_Details.pdf#page=102]", "answer": "For coordinating benefits with other employer plans under Northwind Health Plus, you must use an in-network provider within the Northwind Health Plus network and provide your other employer plan's information. Exceptions include that you cannot coordinate benefits with a health plan that is not a major medical plan, and if you have a high-deductible plan, you cannot coordinate benefits until you have met that deductible [Northwind_Health_Plus_Benefits_Details.pdf#page=77].\n\nRegarding the Right of Recovery provision, it applies only to services covered under the plan and does not apply to services not covered or those subject to limitations or exclusions. Claims must be filed within six months of the date of service. The provision allows you to file a claim to recover money already paid out-of-pocket, but recovery is not guaranteed; the insurance company may not recover the full amount or any amount. If you have paid a provider, keep receipts or documentation for filing a claim. The insurance company may attempt to recover money from the provider or reimburse you directly [Northwind_Health_Plus_Benefits_Details.pdf#page=102].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=102: It does not apply to services that are not covered or services that are subject to limitations or exclusions. Second, the Right of Recovery provision only applies to claims that are filed within six months of the date of service. Also, keep in mind that the Right of Recovery provision does not guarantee that the insurance company will be able to recover the money that you have already paid. The insurance company may be unable to recover the money that you have paid, or they may not be able to recover the entire amount. In these cases, the insurance company may offer to reimburse you for some portion of the money that you have already paid. Finally, if you have already paid a provider for a service that is covered under the plan, it is important to keep any receipts or other documentation. This documentation will be necessary if you decide to file a Right of Recovery claim with the insurance company. To sum up, the Right of Recovery provision in Northwind's Health Plus plan is a great way to help you recover any money \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=102: #### Right Of Recovery # OTHER INFORMATION ABOUT THIS PLAN: Right of Recovery The Right of Recovery provision in Northwind's Health Plus plan allows you to file a claim with the insurance company if you have already paid a bill for a medical service that is covered under the plan. This is important because it can help you recover any expenses that you have already paid out-of-pocket, including co-pays, co-insurance, and deductibles. Under this provision, you must first file a claim with the insurance company, and then the insurance company can attempt to recover the money that you have already paid from the provider who charged you. In some cases, if you have already paid the provider, they may be willing to reimburse you directly. However, there are some restrictions and exceptions to this provision that you should be aware of. First, the Right of Recovery provision only applies to services that are covered under the plan. It does not apply to services that are not covered or services that are subject to limitations or exclusions.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=77: To coordinate benefits with your other employer plan, you must use an in-network provider within the Northwind Health Plus network. You will need to provide your other employer plan's information in order to coordinate benefits. ## Exceptions There are a few exceptions to coordinating benefits with other health care plans. For example, you cannot coordinate benefits with a health plan that is not a major medical plan. Also, if you are enrolled in a health plan that is a high-deductible plan, you cannot coordinate benefits with Northwind Health Plus until you have met the deductible. Tips If you have other health care coverage, here are a few tips to help you coordinate benefits with Northwind Health Plus: · Make sure you have your other health care plan's information handy when you use Northwind Health Plus. · Always use an in-network provider within the Northwind Health Plus network to ensure that your benefits are coordinated correctly. · Make sure you understand your plan's rules for coordinating benefits. · Ask your doctor or other health care provider ", "latency": 4.181414, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY by providing all necessary details from the CONTEXT about both coordinating benefits and the Right of Recovery provision. It does not introduce any incorrect or unrelated information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully and accurately addresses the QUERY, providing all necessary details about the conditions and exceptions for coordinating benefits and the Right of Recovery provision, along with specific page references from the document.", "answer_length": 1142, "citations_matched": 1.0, "any_citation": true} +{"question": "How can a policyholder of Northwind Health Plus ensure that their benefits are coordinated correctly when using an in-network provider, and what are the typical copayments for primary care and specialist visits?", "truth": "To ensure that benefits are coordinated correctly when using an in-network provider within the Northwind Health Plus network, a policyholder must have their other health care plan's information handy and always use an in-network provider. The typical copayments for primary care visits are around $20, while specialist visits have a copayment of around $50. [Northwind_Health_Plus_Benefits_Details.pdf#page=77] [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "To ensure benefits are coordinated correctly when using an in-network provider, a policyholder should inform the office staff that they are a Northwind Health Plus member so the staff bills the insurance correctly and charges the correct copay amount. The copay amount is also listed on the insurance card. For questions, they can contact Northwind Health's customer service team [Northwind_Health_Plus_Benefits_Details.pdf#page=12].\n\nTypical copayments for in-network visits are around $20 for primary care and around $50 for specialist visits [Northwind_Health_Plus_Benefits_Details.pdf#page=11].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=11: ## IMPORTANT PLAN INFORMATION ### Copayments (Copays) IMPORTANT PLAN INFORMATION: Copayments (Copays) When using Northwind Health Plus, you may be responsible for a copayment (or copay) for certain services. A copayment is a fixed amount that you are expected to pay for a service. The amount of the copayment varies based on the type of service received, whether the service is rendered by an in-network or out-of-network provider, and other factors. #### In-Network Copays: For in-network services, copayments are generally lower than for out-of-network services. The copayment for primary care visits is typically around $20, while specialist visits have a copayment of around $50. For in-network emergency services, the copayment is typically around $100. In addition, for in-network preventive care services, there is typically no copayment. Out-of-Network Copays: For out-of-network services, copayments are typically higher than for in-network services. The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=11: The copayment for primary care visits is typically around $50, while specialist visits have a copayment of around $75. For out-of-network emergency services, the copayment is typically around $150. Please note that Northwind Health Plus will only cover a portion of out-of-network services, and you may be responsible for the remaining balance. #### Exceptions: There are a few exceptions to the copayment amounts listed above. For example, for mental health and substance abuse services, the copayment for in-network services is typically around $30 and the copayment for out-of-network services is typically around $60. In addition, the copayment for preventive care services is typically waived if received from an in-network provider. #### Tips: It is important to remember that copayments are subject to change and may vary depending on the type of service received. It is also important to note that copayments are not waived for out-of-network services, and you may be responsible for the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=12: Emergency room visits and urgent care visits are not subject to the split copay and will be subject to the full copay amount that applies to the type of provider that you visited. Office visits with an anesthesiologist are also not subject to the split copay and will be subject to the full copay amount that applies to the type of provider that you visited. When visiting your doctor, it is important to understand which type of provider you are visiting. Knowing whether you are visiting a primary care physician, specialist, or mental health provider will help you to understand how much your copay will be. Your copay amount will be listed on your insurance card. When you visit a doctor, you should also inform the office staff that you are a Northwind Health Plus member. This will ensure that the staff bills your insurance correctly and that you are charged the correct amount for your copay. If you have any questions about your copay amount, you can contact Northwind Health's customer service team.", "latency": 2.76163, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information directly from the CONTEXT, without introducing any unrelated or incorrect information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses both parts of the QUERY with accurate and complete information, making it a complete response.", "answer_length": 598, "citations_matched": 0.0, "any_citation": true} +{"question": "What are the necessary steps to ensure coverage for transplants according to the Northwind Standard Benefits Details?", "truth": "To ensure coverage for transplants according to the Northwind Standard Benefits Details, it is important to discuss transplant needs with a primary care physician, ensure the transplant is medically necessary, and obtain preauthorization. Additionally, coverage includes pre- and post-transplant care but excludes experimental or investigational procedures. [Northwind_Standard_Benefits_Details.pdf#page=78] [Northwind_Standard_Benefits_Details.pdf#page=55]", "answer": "To ensure coverage for transplants under the Northwind Standard Benefits, you need to:\n\n1. Work with your doctor to determine the best course of action and confirm that the transplant is medically necessary.\n2. Obtain preauthorization for any transplant procedures before proceeding.\n3. Be familiar with your coverage details, including copays, coinsurance, and potential out-of-pocket costs.\n4. Confirm that the transplant procedure is not experimental or investigational, as these are not covered.\n5. Discuss any alternative treatments with your doctor.\n\nCoverage includes the transplant procedure, donor organ costs, hospital stays, recovery, medications, and pre- and post-transplant care such as lab and diagnostic tests [Northwind_Standard_Benefits_Details.pdf#page=55][Northwind_Standard_Benefits_Details.pdf#page=56].", "context": "Northwind_Standard_Benefits_Details.pdf#page=55: For example, Northwind Standard does not cover experimental or investigational transplant procedures, or any services that are not medically necessary. When it comes to making sure you get the best care possible, we believe that the best approach is to work with your doctor to determine the best course of action. It's important to note that coverage for transplants is subject to preauthorization, so it's important to make sure that you get the necessary authorization for any transplant procedures before you move forward. There are also a few tips that can help make sure that you get the most out of your Northwind Standard coverage for transplants.\n\nNorthwind_Standard_Benefits_Details.pdf#page=55: Transplants COVERED SERVICES - Transplants At Northwind Health, we understand how important it is to have access to the best possible care. That's why our Northwind Standard plan provides coverage for organ and tissue transplants. If you need a transplant of any kind, Northwind Standard will cover the expenses associated with the procedure, including the cost of the donor organ, hospital stays, recovery costs, and medications. It's important to note that transplants are subject to certain criteria, including a determination of medical necessity, so it's important to discuss your transplant needs with your primary care physician. In addition to covering the cost of the transplant itself, Northwind Standard will also provide coverage for pre- and post-transplant care, such as laboratory tests, diagnostic tests, and other medically necessary services. It's important to note that there are some exceptions to coverage for transplants. For example, Northwind Standard does not cover experimental or investigational transplant procedures, or any services that \n\nNorthwind_Standard_Benefits_Details.pdf#page=56: For example, it's important to make sure that you are familiar with all of the details of your coverage, including any applicable copays or coinsurance requirements. It's also a good idea to ask your doctor about any potential out- of-pocket costs you may need to pay, as well as any potential alternative treatments that may be available. Finally, it's important to note that Northwind Standard does not provide coverage for any experimental or investigational transplant procedures. If you're considering a transplant procedure, it's important to make sure that it is a medically necessary procedure, and that it is covered under your Northwind Standard plan. At Northwind Health, we understand how important it is for our members to have access to the best possible care. That's why we're proud to provide coverage for organ and tissue transplants through our Northwind Standard plan. With this coverage, you can get the care you need, while also enjoying the peace of mind that comes from knowing that your transplant procedure is covered. Urgent Care \\# COVERED SERVICES: Urgent Care At Northwind Health, our Northwind Standard plan covers urgent care services.", "latency": 4.637567, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully correct and complete, accurately reflecting the CONTEXT and directly addressing the QUERY without introducing unrelated information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with all necessary steps and details about the coverage, making it a complete response.", "answer_length": 825, "citations_matched": 0.5, "any_citation": true} +{"question": "What are the benefits of using in-network providers according to the Northwind Health Plus Benefits Details?", "truth": "According to the Northwind Health Plus Benefits Details, using in-network providers results in lower out-of-pocket costs for the policyholder. This is because the plan covers a wide range of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies, which directly impacts the costs incurred by the policyholder. [Northwind_Health_Plus_Benefits_Details.pdf#page=9] [Northwind_Health_Plus_Benefits_Details.pdf#page=10]", "answer": "According to Northwind Health Plus Benefits Details, the benefits of using in-network providers include:\n\n- Lower rates charged by in-network providers, helping you save money on out-of-pocket costs.\n- Potential additional discounts or cost-savings offered by Northwind Health Plus for using in-network providers.\n- Access to a wide range of in-network providers including primary care physicians, specialists, hospitals, and pharmacies, allowing convenient choice.\n- In-network providers typically provide a higher level of care than out-of-network providers.\n- Staying in-network helps members get the most out of their coverage and saves money.\n\nThese points emphasize cost savings and better coverage by using in-network providers [Northwind_Health_Plus_Benefits_Details.pdf#page=4][Northwind_Health_Plus_Benefits_Details.pdf#page=15].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=4: In-Network Providers When choosing an in-network provider for your health care needs, make sure to check with Northwind Health Plus to ensure that the provider is in-network. This is important because in-network providers charge lower rates than out-of-network providers. Northwind Health Plus offers a wide range of in-network providers, including primary care physicians, specialists, hospitals, and pharmacies. This lets you choose a provider that is most convenient for you and your family. It is important to note that in-network providers may not always be available in every area. The Northwind Health Plus website offers a searchable directory of all in-network providers in your area. This directory is regularly updated, so you can be sure that you are choosing from in-network providers that are available in your area. Cost Savings Using an in-network provider can help you save money on health care services. In-network providers have agreed to charge lower rates for their services, which can help you save money on your out-of-pocket \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=4: In-network providers have agreed to charge lower rates for their services, which can help you save money on your out-of-pocket costs. In addition, Northwind Health Plus may offer additional discounts or cost-savings for using in-network providers. Emergency Services\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=15: First, it's important to understand what services are covered by the plan and which are not. Northwind Health Plus covers a wide range of services, including preventive care, primary care, and specialty care. It's important to know which services are covered and which are not so members can make the most of their coverage. Second, it's important to stay in-network as much as possible. Staying in-network helps members get the most out of their coverage and saves them money. In-network providers typically charge lower rates and provide a higher level of care than out-of-network providers. Third, it's important to understand the difference between deductibles, copays, and coinsurance. Deductibles are the amount a member has to pay before the plan starts paying, copays are a set fee for services, and coinsurance is the percentage of the cost a member has to pay. Understanding these three terms can help members make more informed decisions about their care. Finally, it's important to take advantage of preventive care services. Preventive care services are covered at 100% by Northwind ", "latency": 3.64928, "groundedness": 4.0, "gpt_groundedness": 4.0, "groundedness_reason": "The response accurately captures most of the benefits mentioned in the context but includes an unsupported claim about the level of care provided by in-network providers, which slightly reduces its groundedness.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights about cost savings and better coverage, which enhances understanding.", "answer_length": 839, "citations_matched": 0.0, "any_citation": true} +{"question": "How does the Northwind Health Plus plan address TMJ symptoms and what are the covered services for TMJ treatment?", "truth": "The Northwind Health Plus plan addresses TMJ symptoms by recommending various non-invasive methods such as avoiding chewing gum, large meals, extreme jaw movements, practicing relaxation techniques, and using heat and cold therapy to reduce pain and muscle tension. Additionally, the plan covers therapeutic injections, which are a type of procedure where drugs or other substances are injected directly into the body to treat medical conditions and provide relief from pain, including TMJ. [Northwind_Health_Plus_Benefits_Details.pdf#page=57] [Northwind_Standard_Benefits_Details.pdf#page=54]", "answer": "The Northwind Health Plus plan covers treatments for TMJ disorders including diagnostic tests (X-rays, CT scans, MRI scans, ultrasound), medications (anti-inflammatory, muscle relaxants, pain medications, and sometimes injections), and physical therapy (stretching exercises, massage, ultrasound treatments, splints, and other devices to reduce jaw pain and improve jaw function) [Northwind_Health_Plus_Benefits_Details.pdf#page=56].\n\nAdditionally, the plan provides guidance on managing TMJ symptoms such as maintaining good posture, avoiding gum chewing and large meals, practicing relaxation techniques, using heat and cold therapy, and avoiding extreme jaw movements [Northwind_Health_Plus_Benefits_Details.pdf#page=57].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=56: Northwind Health Plus covers treatments for TMJ disorders, including the cost of diagnostic tests, medications, and physical therapy. ### Diagnostic Tests Northwind Health Plus covers a variety of diagnostic tests that can help determine the cause of an individual's TMJ disorder. These tests may include X-rays, CT scans, MRI scans, and ultrasound. Northwind Health Plus will cover the cost of these tests when they are deemed medically necessary. Medications Northwind Health Plus will cover the cost of medications to help relieve the symptoms of TMJ disorders. These medications may include anti-inflammatory medications, muscle relaxants, and pain medications. In some cases, Northwind Health Plus may also cover the cost of injections to help relieve pain in the jaw joint. Physical Therapy Northwind Health Plus will cover the cost of physical therapy to help relieve the symptoms of TMJ disorders. Physical therapy may include stretching exercises, massage, and ultrasound treatments. Northwind Health Plus will also cover the cost of splints and other devices that can help reduce jaw pain and improve jaw \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=56: Finally, it is important to know that the plan does not cover services provided outside of the United States. If you are traveling outside of the country, you should contact Northwind Health to determine what coverage, if any, is available for any necessary medical services. By understanding the coverage provided by the Northwind Health Plus plan, you can make sure that you get the most out of your benefits. With the right information, you can make sure that you get the care you need without having to worry about out-of-pocket costs. ## Temporomandibular Joint Disorders (TMJ) Care COVERED SERVICES: Temporomandibular Joint Disorders (TMJ) Care Temporomandibular joint (TMJ) disorders are a group of conditions that affect the jaw joint and the muscles that control the jaw's movement. It can be a debilitating condition that affects an individual's ability to talk, eat, and perform other daily activities. Northwind Health Plus covers treatments for TMJ disorders, including the cost of diagnostic tests, medications, and physical \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=57: · Practice good posture and body mechanics: Make sure you maintain good posture when sitting and standing, and avoid clenching your teeth or grinding them. · Avoid chewing gum: Chewing gum can cause your jaw muscles to become fatigued, which can worsen TMJ symptoms. · Avoid large meals: Eating large meals can put a strain on your jaw muscles, so try to avoid eating large meals or snacks. · Practice relaxation techniques: Relaxation techniques such as deep breathing and progressive muscle relaxation can help reduce jaw tension and relieve TMJ symptoms. . Use heat and cold therapy: Applying heat or cold to your jaw can help reduce pain and muscle tension. · Avoid extreme jaw movements: Avoid extreme jaw movements, such as widely opening your mouth or clenching your teeth. Therapeutic Injections COVERED SERVICES: Therapeutic Injections At Northwind Health, we understand the importance of having ", "latency": 3.216946, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate answer to the QUERY by detailing the covered services and symptom management strategies for TMJ disorders as outlined in the CONTEXT.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with detailed information on covered services and symptom management for TMJ, making it comprehensive and insightful.", "answer_length": 724, "citations_matched": 0.5, "any_citation": true} +{"question": "Considering the Northwind Health Plus Benefits Details, how does the coverage of virtual care services relate to the limitations on services like laboratory tests and mental health services?", "truth": "Northwind Health Plus covers the cost of virtual care services, including telemedicine, e-visits, and other virtual consultations with in-network providers, which can be used for diagnosing and treating minor medical conditions or following up on existing medical issues. However, there are limitations to these virtual care services as some services, such as laboratory tests, imaging studies, and mental health services, may not be available via virtual care. Additionally, some services may require prior authorization. [Northwind_Health_Plus_Benefits_Details.pdf#page=60] [Northwind_Health_Plus_Benefits_Details.pdf#page=28]", "answer": "According to Northwind Health Plus Benefits Details, virtual care services cover telemedicine and virtual consultations for minor conditions and follow-ups, helping avoid office visit costs. However, some services like laboratory tests, imaging studies, and mental health services may not be available via virtual care and may require prior authorization [Northwind_Health_Plus_Benefits_Details.pdf#page=60].\n\nThus, while virtual care is covered, there are limitations for services such as lab tests and mental health, which might not be fully accessible through virtual care [Northwind_Health_Plus_Benefits_Details.pdf#page=60].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=60: By using virtual care services, you can avoid paying for office visits and other out-of-pocket costs associated with seeing a doctor in person. Before scheduling a virtual visit, it's important to note that there may be some limitations. For instance, some services, such as laboratory tests, imaging studies, and mental health services, may not be available via virtual care. It's also important to note that some services may require prior authorization. We encourage you to take advantage of virtual care services when appropriate. To make the most of your virtual care experience, be sure to: · Prepare for your visit: Make sure you have the necessary supplies and documents in advance, such as your insurance card, medical history, and any questions you may have.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=60: Virtual Care COVERED SERVICES: Virtual Care At Contoso, we understand that taking time off to go to the doctor's office isn't always possible. That's why we've partnered with Northwind Health to provide access to virtual care services. With Northwind Health Plus, you can get the care you need from the comfort of your own home, office, or other location. Northwind Health Plus covers the cost of virtual care services, such as telemedicine, e-visits, and other virtual consultations with in-network providers. These services can be used to diagnose and treat minor medical conditions and can also be used to follow up on existing medical issues. If a virtual visit isn't appropriate, Northwind Health Plus covers the cost of an in-person visit. In addition to providing convenient access to care, Northwind Health Plus also offers cost savings benefits. By using virtual care services, you can avoid paying for office visits and other out-of-pocket costs associated with seeing \n\nNorthwind_Standard_Benefits_Details.pdf#page=57: Northwind Standard covers virtual care services in the same way it would cover an in- person visit. This includes a variety of services, such as urgent care, primary care, mental health and substance abuse services, and specialist visits. Members also have access to telehealth post-discharge care and chronic disease management. Exceptions Although Northwind Standard covers most virtual care services, there are a few exceptions. Virtual care is not covered for any services that require a physical exam, such as pediatric well-child visits, physical therapy, and lab work. Additionally, virtual care is not covered for any services that require in-person care, such as surgeries and imaging tests. Tips for Members We want to make sure our members get the most out of their virtual care visits. Here are a few tips to help make your virtual care visits as successful as possible: \\- Make sure your doctor is in-network. Northwind Standard covers virtual care services for in-network providers only. \\- Have your medical records on hand.", "latency": 2.727258, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY by reflecting the information provided in the CONTEXT about the coverage and limitations of virtual care services. It does not introduce any incorrect or unrelated information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by explaining the coverage of virtual care services and the limitations on laboratory tests and mental health services, providing a comprehensive understanding of their relationship.", "answer_length": 629, "citations_matched": 0.5, "any_citation": true} +{"question": "How does Northwind Health Plus manage coinsurance for virtual care services according to the Northwind_Health_Plus_Benefits_Details.pdf?", "truth": "Northwind Health Plus covers the cost of virtual care services, which include telemedicine, e-visits, and other virtual consultations with in-network providers, potentially reducing out-of-pocket costs such as coinsurance for these services. However, it is important to note that some services may require prior authorization, and limitations may apply, such as certain services not being available via virtual care. [Northwind_Health_Plus_Benefits_Details.pdf#page=60] [Northwind_Health_Plus_Benefits_Details.pdf#page=14]", "answer": "Northwind Health Plus covers virtual care services such as telemedicine and e-visits with in-network providers, allowing employees to receive care from home or other locations. These services are covered to help avoid office visit costs and other out-of-pocket expenses [Northwind_Health_Plus_Benefits_Details.pdf#page=60].\n\nRegarding coinsurance, after meeting the deductible, employees pay 20% coinsurance for covered services under Northwind Health Plus [Northwind_Health_Plus_Benefits_Details.pdf#page=108]. There is no specific exception mentioned for virtual care services, so the standard 20% coinsurance applies after the deductible is met [Northwind_Health_Plus_Benefits_Details.pdf#page=108][Northwind_Health_Plus_Benefits_Details.pdf#page=13].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=108: Deductible: A deductible is the amount of money that an employee must pay out-of-pocket before the plan begins paying for covered services. Northwind Health Plus has a deductible of $2,000 per year. Coinsurance: Coinsurance is the percentage of the cost of a covered service that an employee must pay after the deductible is met. Northwind Health Plus has a coinsurance of 20%. Out-of-Pocket Maximum: The out-of-pocket maximum is the maximum amount of money that an employee has to pay for covered services in a plan year. This amount includes the deductible, coinsurance, and copayments. Northwind Health Plus has an out-of-pocket maximum of $4,000 per year. In-Network Provider: An in-network provider is a health care provider or facility that is contracted with the insurance company. Employees who use an in-network provider will have lower copayments and coinsurance amounts than those who use an out-of-network provider. Out-of-Network Provider: An out-of-network provider is a health care provider or facility that is not contracted with the \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=60: Virtual Care COVERED SERVICES: Virtual Care At Contoso, we understand that taking time off to go to the doctor's office isn't always possible. That's why we've partnered with Northwind Health to provide access to virtual care services. With Northwind Health Plus, you can get the care you need from the comfort of your own home, office, or other location. Northwind Health Plus covers the cost of virtual care services, such as telemedicine, e-visits, and other virtual consultations with in-network providers. These services can be used to diagnose and treat minor medical conditions and can also be used to follow up on existing medical issues. If a virtual visit isn't appropriate, Northwind Health Plus covers the cost of an in-person visit. In addition to providing convenient access to care, Northwind Health Plus also offers cost savings benefits. By using virtual care services, you can avoid paying for office visits and other out-of-pocket costs associated with seeing \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=13: However, out-of-network services are subject to higher cost sharing than in-network services, so be sure to check with your provider to find out the cost sharing that applies. Exceptions: Certain services are exempt from the calendar year deductible. These services include preventive care services and emergency services. Tips: · Be sure to check with your provider to find out if a service is subject to the calendar year deductible before receiving the service. · Make sure you understand the cost sharing that applies to out-of-network services. · Be aware that the calendar year deductible is reset each year on the plan's renewal date. · Remember that preventive care services and emergency services are exempt from the calendar year deductible. ####### Coinsurance IMPORTANT PLAN INFORMATION: Coinsurance Coinsurance is a cost-sharing requirement under Northwind Health Plus. This means that after you have met your deductible, you will be responsible for a certain percentage of the costs for covered ", "latency": 5.493678, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY by stating that the standard 20% coinsurance applies to virtual care services after the deductible is met, which is consistent with the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including all essential details about coinsurance for virtual care services, without adding extraneous information.", "answer_length": 754, "citations_matched": 0.5, "any_citation": true} +{"question": "What are the financial responsibilities of a Northwind Standard plan holder when using out-of-network providers according to the Northwind_Standard_Benefits_Details.pdf?", "truth": "According to the Northwind_Standard_Benefits_Details.pdf, when a Northwind Standard plan holder uses out-of-network providers, they may be responsible for the entire cost of services or a far greater portion of the cost than they would with an in-network provider. Although Northwind Standard may offer coverage for some out-of-network providers, the costs associated with these providers can be significantly more expensive. [Northwind_Standard_Benefits_Details.pdf#page=10] [Northwind_Standard_Benefits_Details.pdf#page=99]", "answer": "According to Northwind_Standard_Benefits_Details.pdf, a Northwind Standard plan holder using out-of-network providers may be responsible for the entire cost of services or a significantly greater portion of the cost compared to in-network providers. Out-of-network providers have not contracted with Northwind Health and are not required to accept the payment amounts offered by Northwind Health, which can result in higher out-of-pocket expenses for the plan holder. Additionally, out-of-network providers may not offer discounts or additional services available to in-network providers. Plan holders are encouraged to choose in-network providers to minimize costs. Exceptions exist if no in-network providers are available or for specific types of care not available in-network. Some services may not be covered, requiring out-of-pocket payment. Different rules and coverage levels may apply for certain services such as mental health and substance abuse [Northwind_Standard_Benefits_Details.pdf#page=8][Northwind_Standard_Benefits_Details.pdf#page=9][Northwind_Standard_Benefits_Details.pdf#page=10].", "context": "Northwind_Standard_Benefits_Details.pdf#page=10: #### Out-of-Network Providers Northwind Standard offers coverage for some out-of-network providers, but the costs associated with these providers can be significantly more expensive than in-network providers. If you choose an out-of-network provider, you may be responsible for the entire cost of services, or a far greater portion of the cost than you would with an in-network provider. In some cases, Northwind Standard may offer coverage for out-of-network providers, but you may still have to pay more than you would for an in-network provider. #### Exceptions Some providers may offer services that are outside of the Northwind Standard plan coverage. Depending on the services provided, you may have to pay out-of-pocket for services that are not covered. Additionally, it's important to note that there may be different rules and coverage levels associated with certain types of services, such as those related to mental health and substance abuse. Tips If you're considering a provider that is not in-network, it's important to understand the costs associated with that \n\nNorthwind_Standard_Benefits_Details.pdf#page=8: We encourage our employees to use the tips provided to help reduce the risk of unexpected costs when visiting a provider. #### Benefits For Out-Of-Network Or Non-Contracted Providers HOW PROVIDERS AFFECT YOUR COSTS: Benefits For Out-Of-Network Or Non-Contracted Providers One of the important considerations when choosing a health insurance plan is understanding the differences between in-network and out-of-network providers. When you receive health care from an in-network provider, your insurance plan will generally cover a greater portion of your expenses. However, when you receive health care from an out-of-network provider, you may be required to pay a greater portion of the costs. Under Northwind Standard, you may receive care from out-of-network providers, but you will be responsible for a greater portion of the costs. To make sure you are getting the best value for your health care expenses, it is important to understand the differences \n\nNorthwind_Standard_Benefits_Details.pdf#page=9: Out-of-Network: Out-of-network providers are those who have not contracted with Northwind Health. As a result, they are not required to accept the amount of payment offered by Northwind Health, meaning that you may be responsible for a greater portion of the cost. Additionally, out-of-network providers may not offer additional services or discounts that are available to in-network providers. When choosing a provider, it is important to make sure that the provider is in-network. While it is possible to receive care from out-of-network providers, it is important to understand that you will be responsible for a greater portion of the costs. To make sure that you are getting the best value for your health care expenses, it is recommended that you choose an in-network provider whenever possible. There are some exceptions when it comes to receiving care from out-of-network providers. If you are unable to find an in-network provider in your area or if you require a specific type of care that is not available ", "latency": 5.362507, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely addressing the QUERY with all relevant details.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights about the implications of using out-of-network providers, such as higher costs and lack of discounts. It also mentions exceptions and specific rules for certain services, enhancing the understanding of the financial responsibilities.", "answer_length": 1103, "citations_matched": 0.5, "any_citation": true} +{"question": "How does the clinical review process in the Northwind Standard Benefits Details ensure timely and cost-effective medical service provision, and what are the documentation requirements for filing a claim as outlined in the same document?", "truth": "The clinical review process in the Northwind Standard Benefits Details ensures timely and cost-effective medical service provision by requiring pre-authorization for some medical services and by designing the process to ensure that medically necessary treatments are provided efficiently. Members are advised to provide accurate and detailed information about their medical needs, including a complete list of current medications and all relevant medical history, along with any necessary documentation like test results or lab reports. For filing a claim, the necessary documentation includes itemized bills, a completed claim form, and any other documentation requested by Northwind Health. This process helps in ensuring that members receive high-quality, cost-effective care. [Northwind_Standard_Benefits_Details.pdf#page=78] [Northwind_Standard_Benefits_Details.pdf#page=68]", "answer": "The clinical review process in the Northwind Standard Benefits Details ensures timely and cost-effective medical service provision by evaluating the medical necessity and appropriateness of proposed treatments through licensed clinicians using evidence-based guidelines. It is designed to be straightforward, efficient, and includes exceptions to help members receive care promptly [Northwind_Standard_Benefits_Details.pdf#page=67][Northwind_Standard_Benefits_Details.pdf#page=68].\n\nFor filing a claim, members must provide accurate and detailed information about their medical needs, including a complete list of current medications, relevant medical history, and any necessary documentation such as test results or lab reports. Understanding the process and any exceptions is also important to ensure smooth and quick clinical review [Northwind_Standard_Benefits_Details.pdf#page=68].", "context": "Northwind_Standard_Benefits_Details.pdf#page=68: Members should be aware that some medical services may require pre- authorization before they can be approved, and that the clinical review process may take some time. Additionally, members should keep in mind that the clinical review process is designed to ensure that medically necessary treatments are provided in a timely and cost- effective manner. To help ensure that the clinical review process runs smoothly and quickly, members should provide accurate and detailed information about their medical needs when requesting treatment. This includes a complete list of their current medications, as well as all relevant medical history. Additionally, members should provide any necessary documentation that may be required, such as test results or lab reports. Finally, members should make sure that they understand the process and any exceptions that may apply. Overall, the clinical review process is an important component of the Northwind Standard plan, and it helps to ensure that \n\nNorthwind_Standard_Benefits_Details.pdf#page=68: Overall, the clinical review process is an important component of the Northwind Standard plan, and it helps to ensure that members receive high-quality, cost-effective care. The process is designed to be straightforward and efficient, and the exceptions that are available can help to ensure that members receive the care they need in a timely manner.\n\nNorthwind_Standard_Benefits_Details.pdf#page=67: We're here to help you get the care you need, and we're here to help you understand the process of prior authorization. Clinical Review CARE MANAGEMENT: Clinical Review The Northwind Standard plan offers a variety of care management services to help ensure that members receive quality, cost-effective care. These services include clinical review, which is a process that evaluates the medical necessity and appropriateness of a proposed course of treatment, as well as any adjustment or changes to existing treatments. Clinical review is conducted by Northwind Health's Medical Management Department, which is staffed by licensed clinicians who are experienced in the various medical conditions and treatments that are covered by the Northwind Standard plan. These clinicians use evidence-based guidelines and other important criteria to evaluate the proposed course of treatment and make sure that it is medically necessary and appropriate.", "latency": 3.232297, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY using relevant information from the CONTEXT, demonstrating a thorough understanding of the clinical review process and documentation requirements.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses both parts of the QUERY with accurate and complete information, making it a complete response.", "answer_length": 886, "citations_matched": 0.5, "any_citation": true} +{"question": "What is the process for ensuring cost-effective care under the Northwind Standard plan?", "truth": "The process for ensuring cost-effective care under the Northwind Standard plan involves a clinical review process that requires pre-authorization for some medical services. This process is designed to ensure that medically necessary treatments are provided in a timely and cost-effective manner. Members are encouraged to provide accurate and detailed information about their medical needs, including a complete list of current medications and relevant medical history, along with any necessary documentation like test results or lab reports. This helps to ensure that the clinical review process runs smoothly and quickly. [Northwind_Standard_Benefits_Details.pdf#page=68] [Northwind_Standard_Benefits_Details.pdf#page=44]", "answer": "The Northwind Standard plan ensures cost-effective care through a clinical review process conducted by licensed clinicians in the Medical Management Department. This process evaluates the medical necessity and appropriateness of proposed treatments using evidence-based guidelines. Some services may require pre-authorization, and members should provide detailed and accurate medical information, including medications and relevant history, to help the process run smoothly. The clinical review aims to provide timely, medically necessary, and cost-effective care, with exceptions available to ensure needed care is received promptly [Northwind_Standard_Benefits_Details.pdf#page=67][Northwind_Standard_Benefits_Details.pdf#page=68].", "context": "Northwind_Standard_Benefits_Details.pdf#page=68: Overall, the clinical review process is an important component of the Northwind Standard plan, and it helps to ensure that members receive high-quality, cost-effective care. The process is designed to be straightforward and efficient, and the exceptions that are available can help to ensure that members receive the care they need in a timely manner.\n\nNorthwind_Standard_Benefits_Details.pdf#page=68: Members should be aware that some medical services may require pre- authorization before they can be approved, and that the clinical review process may take some time. Additionally, members should keep in mind that the clinical review process is designed to ensure that medically necessary treatments are provided in a timely and cost- effective manner. To help ensure that the clinical review process runs smoothly and quickly, members should provide accurate and detailed information about their medical needs when requesting treatment. This includes a complete list of their current medications, as well as all relevant medical history. Additionally, members should provide any necessary documentation that may be required, such as test results or lab reports. Finally, members should make sure that they understand the process and any exceptions that may apply. Overall, the clinical review process is an important component of the Northwind Standard plan, and it helps to ensure that \n\nNorthwind_Standard_Benefits_Details.pdf#page=67: We're here to help you get the care you need, and we're here to help you understand the process of prior authorization. Clinical Review CARE MANAGEMENT: Clinical Review The Northwind Standard plan offers a variety of care management services to help ensure that members receive quality, cost-effective care. These services include clinical review, which is a process that evaluates the medical necessity and appropriateness of a proposed course of treatment, as well as any adjustment or changes to existing treatments. Clinical review is conducted by Northwind Health's Medical Management Department, which is staffed by licensed clinicians who are experienced in the various medical conditions and treatments that are covered by the Northwind Standard plan. These clinicians use evidence-based guidelines and other important criteria to evaluate the proposed course of treatment and make sure that it is medically necessary and appropriate.", "latency": 3.09856, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY by explaining the clinical review process, its purpose, and the role of members, all of which are grounded in the CONTEXT.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including additional insights about the importance of accurate information and exceptions for prompt care.", "answer_length": 733, "citations_matched": 0.5, "any_citation": true} +{"question": "Considering the information provided in the Northwind Health Plus Benefits Details, how can a policyholder effectively manage out-of-pocket costs while coordinating benefits with another employer plan, especially when using in-network providers?", "truth": "To effectively manage out-of-pocket costs while coordinating benefits with another employer plan, a policyholder should use an in-network provider within the Northwind Health Plus network. This is crucial as in-network providers have agreed to charge lower rates for their services, which can help save money on out-of-pocket costs. Additionally, the policyholder needs to provide the other employer plan's information to coordinate benefits. It is also important to understand the plan's rules for coordinating benefits and to inquire about the cost of services before receiving them to ensure benefits are coordinated correctly and cost-effectively. [Northwind_Health_Plus_Benefits_Details.pdf#page=77] [Northwind_Health_Plus_Benefits_Details.pdf#page=4]", "answer": "To effectively manage out-of-pocket costs while coordinating benefits with another employer plan, especially when using in-network providers under Northwind Health Plus, policyholders should:\n\n- Use in-network providers whenever possible, as these have lower coinsurance rates and negotiated discounted rates, reducing out-of-pocket expenses [Northwind_Health_Plus_Benefits_Details.pdf#page=14][Northwind_Health_Plus_Benefits_Details.pdf#page=3].\n- Ask providers for cost estimates before receiving services to understand potential expenses [Northwind_Health_Plus_Benefits_Details.pdf#page=14].\n- Keep track of all services received and amounts paid to monitor progress toward coinsurance and deductible requirements [Northwind_Health_Plus_Benefits_Details.pdf#page=14][Northwind_Health_Plus_Benefits_Details.pdf#page=76].\n- Understand and be aware of the plan's annual deductible, coinsurance, and out-of-pocket maximum limits to avoid unexpected costs [Northwind_Health_Plus_Benefits_Details.pdf#page=14][Northwind_Health_Plus_Benefits_Details.pdf#page=76].\n- Coordinate benefits with other health plans so that one plan pays first and the other covers remaining costs, preventing overpayment [Northwind_Health_Plus_Benefits_Details.pdf#page=76].\n- Contact the plan administrator for questions about coinsurance or coverage details [Northwind_Health_Plus_Benefits_Details.pdf#page=14].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=14: Consider using in-network providers when possible. Many plans offer lower coinsurance rates for in-network providers, meaning you will pay less for the same service. 3\\. Ask your provider for an estimate of the cost of a service before you receive it. This will help you determine how much of the cost you will be responsible for. 4\\. Keep track of the services you receive and the amount you pay. This will help you understand how much you have paid towards your coinsurance requirement for the year. 5\\. Contact your plan administrator if you have any questions about your coinsurance requirement or what services are subject to coinsurance. ####### Out-Of-Pocket Maximum IMPORTANT PLAN INFORMATION: Out-Of-Pocket Maximum Under the Northwind Health Plus plan, members are responsible for costs associated with their health care. These costs can include deductibles, copays, coinsurance, and other out of pocket expenses. To help members manage health care costs, the Northwind Health Plus plan offers a maximum out-of-pocket (OOP) limit.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=3: This plan also offers coverage for emergency services, both in-network and out-of-network. Your cost for Northwind Health Plus will depend on your plan type, the services you use, and the providers you visit. You can find more information about cost-sharing arrangements on the Northwind Health website. In-Network Costs: If you use an in-network provider, your out-of-pocket costs will be lower than if you use an out-of-network provider. This is because Northwind Health has negotiated discounted rates with in-network providers. Out-of-Network Costs: If you use an out-of-network provider, you may be responsible for paying the full cost of the services you receive. Additionally, you may have to pay a higher deductible and coinsurance. Prescription Drug Costs: Prescription drug costs are also taken into consideration with Northwind Health Plus. Your out-of-pocket costs will depend on the tier of the medication you are prescribed. Generally, brand-name and non-preferred generic medications will have higher out-of-pocket costs than preferred generic and \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=76: Finally, it is important to understand the plan's coverage limits and to keep track of all out- of-pocket expenses. You should also be aware of your plan's annual deductible and coinsurance amounts. By understanding Northwind Health Plus's exclusions and following the tips outlined above, you can ensure that you are receiving the most comprehensive coverage available under the plan and avoid any unexpected costs. WHAT IF I HAVE OTHER COVERAGE? Coordinating Benefits With Other Health Care Plans WHAT IF I HAVE OTHER COVERAGE? Coordinating Benefits With Other Health Care Plans If you have other health care coverage, such as Medicare or a health plan from another employer, you may be able to coordinate benefits with Northwind Health Plus. Coordinating benefits means that both plans work together to pay for covered services. This coordination helps to ensure that you don't pay more than you should for your health care. When coordinating benefits, one plan pays first and the other plan pays what is left after the first plan has paid.", "latency": 6.135295, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully correct and complete, addressing all aspects of the query with relevant details from the context.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, providing all essential details required for a comprehensive understanding. It does not include extraneous information and directly relates to the QUERY's focus on managing out-of-pocket costs and coordinating benefits.", "answer_length": 1387, "citations_matched": 0.0, "any_citation": true} +{"question": "Considering the Northwind Health Plus benefits, how does choosing an in-network provider affect the out-of-pocket costs for a policyholder, and what are the covered services under hospice care according to the plan?", "truth": "Choosing an in-network provider under the Northwind Health Plus plan significantly affects the out-of-pocket costs for a policyholder by reducing them. When a policyholder uses in-network providers, they pay lower out-of-pocket costs compared to using out-of-network providers, where they would be responsible for a larger portion of the cost. Regarding hospice care, the Northwind Health Plus coverage includes care from a hospice team, medications, medical supplies, equipment for treating the terminal illness, counseling for the member and their family, inpatient and respite care, grief counseling, and bereavement services. However, it does not cover services intended to cure the terminal illness, such as chemotherapy, radiation therapy, and surgery. [Northwind_Health_Plus_Benefits_Details.pdf#page=9] [Northwind_Health_Plus_Benefits_Details.pdf#page=33]", "answer": "Choosing an in-network provider with Northwind Health Plus results in lower out-of-pocket costs because the plan has negotiated discounted rates with these providers. In contrast, using out-of-network providers may lead to paying the full cost of services, higher deductibles, and coinsurance [Northwind_Health_Plus_Benefits_Details.pdf#page=3][Northwind_Health_Plus_Benefits_Details.pdf#page=8].\n\nRegarding hospice care coverage, the provided sources do not contain information about the covered services under hospice care according to the plan [Northwind_Health_Plus_Benefits_Details.pdf].", "context": "Northwind_Health_Plus_Benefits_Details.pdf#page=3: This plan also offers coverage for emergency services, both in-network and out-of-network. Your cost for Northwind Health Plus will depend on your plan type, the services you use, and the providers you visit. You can find more information about cost-sharing arrangements on the Northwind Health website. In-Network Costs: If you use an in-network provider, your out-of-pocket costs will be lower than if you use an out-of-network provider. This is because Northwind Health has negotiated discounted rates with in-network providers. Out-of-Network Costs: If you use an out-of-network provider, you may be responsible for paying the full cost of the services you receive. Additionally, you may have to pay a higher deductible and coinsurance. Prescription Drug Costs: Prescription drug costs are also taken into consideration with Northwind Health Plus. Your out-of-pocket costs will depend on the tier of the medication you are prescribed. Generally, brand-name and non-preferred generic medications will have higher out-of-pocket costs than preferred generic and \n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=8: Benefits For Out-Of-Network Or Non-Contracted Providers HOW PROVIDERS AFFECT YOUR COSTS: Benefits For Out-Of-Network Or Non-Contracted Providers Northwind Health Plus offers coverage for out-of-network or non-contracted providers; however, it is not as comprehensive as the coverage provided for in-network services. When you seek care from an out-of-network provider, you may be required to pay more for services than you would if you had used an in-network option. When seeking care from an out-of-network provider, it is important to know exactly what services are covered and what you will be expected to pay out of pocket.\n\nNorthwind_Health_Plus_Benefits_Details.pdf#page=5: In the event of an emergency, you can receive care from both in-network and out-of- network providers. However, if you choose to receive care from an out-of-network provider, your out-of-pocket costs may be higher. Therefore, it is important to consider the cost of out-of-network care when deciding whether to seek emergency care. Tips for Choosing an In-Network Provider When choosing an in-network provider, there are a few tips to keep in mind: · Check with Northwind Health Plus to make sure that the provider you are considering is in-network. . Use the searchable directory on the Northwind Health Plus website to find in-network providers in your area. · Ask your current provider if they are part of the Northwind Health Plus network. · Consider the cost savings associated with in-network providers when making your decision. · Consider the quality of care when choosing a provider. · Make sure the provider is familiar with your health insurance plan and its coverage. · Make sure the provider is available and can accommodate your schedule. #### Conclusion Choosing the right provider ", "latency": 2.593553, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately addresses the query based on the context provided. It correctly explains the impact of choosing an in-network provider on out-of-pocket costs and acknowledges the absence of information on hospice care coverage in the context.", "relevance": 3.0, "gpt_relevance": 3.0, "relevance_reason": "The RESPONSE effectively addresses the first part of the QUERY about in-network providers but fails to provide information on the covered services under hospice care, making it incomplete overall.", "answer_length": 592, "citations_matched": 0.0, "any_citation": true} +{"question": "What is the process for getting a service covered under Northwind Standard Benefits Details?", "truth": "To get a service covered under Northwind Standard Benefits Details, prior authorization must be requested from Northwind Health either by the provider or the member before the service is received. If prior authorization is not obtained, Northwind Health may not cover the service. Certain services such as preventive care, emergency care, outpatient hospital services, urgent care, and services in a skilled nursing facility are exempt from this prior authorization process. [Northwind_Standard_Benefits_Details.pdf#page=60] [Northwind_Standard_Benefits_Details.pdf#page=44]", "answer": "To get a service covered under Northwind Standard Benefits Details, follow these steps:\n\n1. Ensure the service is approved by Northwind Health with prior authorization if required. This includes services like hospital stays, certain tests, imaging, physical therapy, durable medical equipment, and some drugs. Your doctor or you must request prior authorization, and Northwind Health will review and notify you within three business days [Northwind_Standard_Benefits_Details.pdf#page=62].\n\n2. Ask your healthcare provider for a detailed explanation of the services, treatments, and medical necessity, and ensure all documentation is complete with required forms, test results, and physician's notes [Northwind_Standard_Benefits_Details.pdf#page=89].\n\n3. Submit the documentation to Northwind Health as soon as possible [Northwind_Standard_Benefits_Details.pdf#page=89].\n\n4. Submit claims promptly after the service is rendered and keep track of them. Follow up with Northwind Health if claims are not processed timely [Northwind_Standard_Benefits_Details.pdf#page=17].\n\n5. If coverage is denied, you may appeal the decision by contacting Northwind Health [Northwind_Standard_Benefits_Details.pdf#page=62].\n\nAdditionally, select in-network providers to maximize coverage and understand your plan details and out-of-pocket costs before receiving services [Northwind_Standard_Benefits_Details.pdf#page=17].", "context": "Northwind_Standard_Benefits_Details.pdf#page=89: · Ask your healthcare provider to provide you with a detailed explanation of the services and treatments you are receiving, as well as the medical necessity for them. . Make sure that all documentation is complete, including all required forms, test results, and physician's notes. · Send the documentation to Northwind Health as soon as possible. · Follow up with Northwind Health to ensure that your claim has been received and is being processed. By following these steps and providing any necessary evidence of medical necessity, you can help to ensure that your claim is processed quickly and accurately. The Group And You OTHER INFORMATION ABOUT THIS PLAN The Group and You The Northwind Standard plan is a group plan, meaning that it is offered to a group of people and not to individuals. The group includes all eligible employees of Contoso and their spouses or dependents. It is important to understand that the plan may not cover all or part of the cost of services received by those who are not \n\nNorthwind_Standard_Benefits_Details.pdf#page=62: With prior authorization, services must be approved by Northwind Health before you can receive them. This process helps ensure that members receive the right care at the right time. There are certain services that require prior authorization before the service is rendered. These services can include, but are not limited to, hospital stays, certain laboratory tests, certain imaging services, physical therapy, and durable medical equipment. Northwind Health may also require prior authorization for drugs that are not on the Northwind Standard formulary. When you or your doctor request a service that requires prior authorization, Northwind Health will review the request. Northwind Health will then decide if the service is medically necessary and covered under Northwind Standard. Northwind Health will notify you and your doctor of the decision within three business days. If Northwind Health approves the service, you may receive the service without any additional pre-authorization. However, if Northwind Health denies coverage, you may be able to appeal the decision. You can contact Northwind Health by \n\nNorthwind_Standard_Benefits_Details.pdf#page=17: Employees should keep this in mind when selecting providers and services to ensure that they are covered by their plan. #### Claims Employees are responsible for submitting claims for services that are covered by their insurance plan. Claims should be submitted as soon as possible after a service is rendered to ensure timely payment. Employees should keep track of their claims and follow up with Northwind Health if a claim is not processed in a timely manner. Tips To ensure that employees are taking full advantage of their Northwind Standard plan, there are a few tips that they should keep in mind. . Make sure to understand the details of the plan and the associated out-of-pocket costs before receiving a service. · Select in-network providers to maximize coverage and avoid unexpected costs. · Submit claims as soon as possible after a service is rendered. · Track claims and follow up with Northwind Health if a claim is not processed in a timely manner. · Take advantage of preventive services to stay healthy and reduce future costs. · Ask questions and contact Northwind ", "latency": 6.500667, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a complete and accurate process for getting a service covered under Northwind Standard Benefits Details. It includes all relevant steps and details mentioned in the CONTEXT, making it a fully correct and complete response.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with complete and accurate information, providing a detailed process and additional insights that enhance understanding.", "answer_length": 1403, "citations_matched": 0.0, "any_citation": true} diff --git a/evals/results/baseline-ask/evaluate_parameters.json b/evals/results/baseline-ask/evaluate_parameters.json new file mode 100644 index 0000000000..bfaea8cb0e --- /dev/null +++ b/evals/results/baseline-ask/evaluate_parameters.json @@ -0,0 +1,32 @@ +{ + "evaluation_gpt_model": "gpt-4o", + "evaluation_timestamp": 1757011333, + "testdata_path": "/Users/pamelafox/azure-search-openai-demo/evals/ground_truth.jsonl", + "target_url": "http://localhost:50505/ask", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "num_questions": null +} diff --git a/evals/results/baseline-ask/summary.json b/evals/results/baseline-ask/summary.json new file mode 100644 index 0000000000..d4ea1d839b --- /dev/null +++ b/evals/results/baseline-ask/summary.json @@ -0,0 +1,33 @@ +{ + "gpt_groundedness": { + "pass_count": 49, + "pass_rate": 0.98, + "mean_rating": 4.88 + }, + "gpt_relevance": { + "pass_count": 46, + "pass_rate": 0.92, + "mean_rating": 4.32 + }, + "answer_length": { + "mean": 758.08, + "max": 1403, + "min": 193 + }, + "latency": { + "mean": 3.62, + "max": 6.500667, + "min": -1.0 + }, + "citations_matched": { + "total": 22, + "rate": 0.44 + }, + "any_citation": { + "total": 49, + "rate": 0.98 + }, + "num_questions": { + "total": 50 + } +} diff --git a/evals/results_multimodal/baseline-ask/config.json b/evals/results_multimodal/baseline-ask/config.json new file mode 100644 index 0000000000..2515c69ddb --- /dev/null +++ b/evals/results_multimodal/baseline-ask/config.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth_multimodal.jsonl", + "results_dir": "results_multimodal/baseline-ask", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/ask", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/results_multimodal/baseline-ask/eval_results.jsonl b/evals/results_multimodal/baseline-ask/eval_results.jsonl new file mode 100644 index 0000000000..e68831c22c --- /dev/null +++ b/evals/results_multimodal/baseline-ask/eval_results.jsonl @@ -0,0 +1,10 @@ +{"question": "Which commodity—oil, gold, or wheat—was the most stable over the last decade?", "truth": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The annual percentage changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil and more than gold [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "Gold was the most stable commodity over the last decade. The bar chart shows that oil had large fluctuations with significant negative and positive changes, while gold and wheat varied within smaller ranges. Additionally, the correlation table indicates gold has a stable correlation pattern, supporting its stability compared to oil and wheat [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)][Financial Market Analysis Report 2023.pdf#page=7].", "context": "Financial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.165699, "groundedness": 4.0, "gpt_groundedness": 4.0, "groundedness_reason": "The response correctly identifies gold as the most stable commodity based on the bar chart, which aligns with the context. However, it includes an irrelevant mention of the correlation table, which does not directly support the claim about stability over the last decade.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, including additional insights and references to data that support the claim, making it a comprehensive response.", "answer_length": 460, "citations_matched": 0.5, "any_citation": true} +{"question": "Do cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities?", "truth": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation values between Bitcoin and stock indices are 0.3 with the S&P 500 and 0.4 with NASDAQ, while for Ethereum, the correlations are 0.35 with the S&P 500 and 0.45 with NASDAQ. In contrast, the correlations with commodities like Oil are lower (0.2 for Bitcoin and 0.25 for Ethereum), and correlations with Gold are slightly negative (-0.1 for Bitcoin and -0.05 for Ethereum) [Financial Market Analysis Report 2023.pdf#page=7].", "answer": "The information provided does not specify whether cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities. It mentions the distribution of financial market categories and the interconnectedness of markets but does not detail the strength of ties between cryptocurrencies and stocks or commodities [Financial Market Analysis Report 2023.pdf#page=3(figure3_1.png)][Financial Market Analysis Report 2023.pdf#page=7][Financial Market Analysis Report 2023.pdf#page=5].", "context": "Financial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: Financial markets are interconnected, with movements in one segment often influencing others. This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.\n\nFinancial Market Analysis Report 2023.pdf#page=3: ## Introduction to Financial Markets
3.1 Global Financial Market Distribution (2023)
The image is a pie chart displaying the distribution of four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks occupy the largest portion, represented by a blue section. Bonds are the second largest, depicted in orange. Cryptocurrencies come next, shown in gray, followed by Commodities, which have the smallest share and are represented in yellow. The background of the chart is a light green color.
", "latency": 3.910369, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately reflects the lack of specific information in the CONTEXT regarding the strength of ties between cryptocurrencies and stocks or commodities, making it a fully correct and complete response.", "relevance": 3.0, "gpt_relevance": 3.0, "relevance_reason": "The RESPONSE does not provide any specific information or insights regarding the ties between cryptocurrencies and stocks or commodities, making it incomplete in addressing the QUERY.", "answer_length": 493, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what level did the S&P 500 reach its highest point before declining in 2021?", "truth": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 reached its highest point just above 4500 in 2021 before declining [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
", "latency": 3.144196, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information directly from the CONTEXT, demonstrating full groundedness.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by providing the specific level at which the S&P 500 reached its highest point in 2021, making it a complete response.", "answer_length": 145, "citations_matched": 0.5, "any_citation": true} +{"question": "In which month of 2023 did Bitcoin nearly hit 45,000?", "truth": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "answer": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=5: ## Cryptocurrency Market Dynamics
5.1 Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)
The image is a line graph with two lines representing some data trends over twelve months, from January to December. The vertical axis has values ranging from 0 to 47500, increasing in increments of 2500. The blue line shows a rise from January to May, a decline from May to August, and then a steady increase until December. The orange line remains much lower throughout the year, showing a slight increase but relatively stable compared to the blue line. The background of the graph is a light green shade.
\n\nFinancial Market Analysis Report 2023.pdf#page=1: # Financial Market Analysis Report 2023 An In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities Prepared by: Contoso Financial Analytics\n\nFinancial Market Analysis Report 2023.pdf#page=2: ## Executive Summary . In this comprehensive report, Contoso Financial Analytics provides a deep dive into the financial markets of 2023, focusing on the trends and fluctuations within stocks, cryptocurrencies, and commodities. Our analysis covers historical patterns, current market conditions, and future predictions, offering valuable insights for investors, analysts, and financial enthusiasts. This report leverages advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories", "latency": 4.236293, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely answers the query by identifying December 2023 as the month when Bitcoin nearly hit 45,000, based on the context provided.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The response accurately and completely answers the query, providing the specific month and additional context from a report, which enhances understanding.", "answer_length": 189, "citations_matched": 1.0, "any_citation": true} +{"question": "Which year saw oil prices fall the most, and by roughly how much did they drop?", "truth": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the blue bar extending to about -20% on the horizontal bar chart of annual percentage changes for Oil from 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "The year 2020 saw oil prices fall the most, with a drop of roughly 20% as shown by the large negative blue bar in the chart [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.", "latency": 3.138187, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but provides incorrect information regarding the year and the percentage drop, which is not supported by the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by providing the year and the percentage drop in oil prices, fulfilling the requirements for a complete response.", "answer_length": 190, "citations_matched": 1.0, "any_citation": true} +{"question": "What was the approximate inflation rate in 2022?", "truth": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data on the graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate inflation rate in 2022 was around 3.4% according to the inflation data line in the graph on page 8 of the Financial Market Analysis Report 2023.pdf [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.", "latency": 3.465903, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT, demonstrating a full understanding of the data.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response is complete and directly answers the query with accurate information, but it lacks additional insights or context that would enhance understanding.", "answer_length": 230, "citations_matched": 1.0, "any_citation": true} +{"question": "By 2028, to what relative value are oil prices projected to move compared to their 2024 baseline of 100?", "truth": "Oil prices are projected to decline to about 90 by 2028, relative to their 2024 baseline of 100. [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "answer": "By 2028, oil prices are projected to move to a relative value of about 105 compared to their 2024 baseline of 100 [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.", "latency": 3.100638, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but provides an incorrect value for the oil price index in 2028, which is not supported by the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, providing the projected value and baseline without additional insights.", "answer_length": 180, "citations_matched": 1.0, "any_citation": true} +{"question": "What approximate value did the S&P 500 fall to at its lowest point between 2018 and 2022?", "truth": "The S&P 500 fell in 2018 to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown by the graph depicting the 5-Year Trend of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 fell to an approximate lowest value of around 2600 between 2018 and 2022, as shown in the 5-Year Trend graph where the index starts near 2600 in 2018 before rising and then declining slightly after 2021 [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 3.779141, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but includes an assumption about the lowest value of the S&P 500 that is not explicitly supported by the CONTEXT. This makes the RESPONSE partially incorrect.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely addresses the QUERY by providing the approximate lowest value of the S&P 500 between 2018 and 2022, along with some context about the trend.", "answer_length": 281, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what value did Ethereum finish the year at in 2023?", "truth": "Ethereum finished the year 2023 at a value around 2200, as indicated by the orange line on the price fluctuations graph for the last 12 months [Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)].", "answer": "Ethereum finished the year 2023 at around 2,200 based on the line graph showing price fluctuations over the last 12 months [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: ## Cryptocurrency Market Dynamics
5.1 Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)
The image is a line graph with two lines representing some data trends over twelve months, from January to December. The vertical axis has values ranging from 0 to 47500, increasing in increments of 2500. The blue line shows a rise from January to May, a decline from May to August, and then a steady increase until December. The orange line remains much lower throughout the year, showing a slight increase but relatively stable compared to the blue line. The background of the graph is a light green shade.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 2.992514, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE provides a specific value for Ethereum's year-end price, which is not directly supported by the CONTEXT. The CONTEXT only describes the trend of the graph without specific numerical values, making the RESPONSE an attempt to answer but with incorrect information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by providing the specific value at which Ethereum finished the year 2023, along with a reference to the source of the information.", "answer_length": 189, "citations_matched": 0.3333333333333333, "any_citation": true} +{"question": "What was the approximate GDP growth rate in 2021?", "truth": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing GDP Growth % from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 16.40873, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT, demonstrating a full understanding of the question and the relevant details.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, including the source of the data, which enhances its credibility.", "answer_length": 188, "citations_matched": 1.0, "any_citation": true} diff --git a/evals/results_multimodal/baseline-ask/evaluate_parameters.json b/evals/results_multimodal/baseline-ask/evaluate_parameters.json new file mode 100644 index 0000000000..273377ab24 --- /dev/null +++ b/evals/results_multimodal/baseline-ask/evaluate_parameters.json @@ -0,0 +1,32 @@ +{ + "evaluation_gpt_model": "gpt-4o", + "evaluation_timestamp": 1757009139, + "testdata_path": "/Users/pamelafox/azure-search-openai-demo/evals/ground_truth_multimodal.jsonl", + "target_url": "http://localhost:50505/ask", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "num_questions": null +} diff --git a/evals/results_multimodal/baseline-ask/summary.json b/evals/results_multimodal/baseline-ask/summary.json new file mode 100644 index 0000000000..acd76a689c --- /dev/null +++ b/evals/results_multimodal/baseline-ask/summary.json @@ -0,0 +1,33 @@ +{ + "gpt_groundedness": { + "pass_count": 6, + "pass_rate": 0.6, + "mean_rating": 4.1 + }, + "gpt_relevance": { + "pass_count": 9, + "pass_rate": 0.9, + "mean_rating": 4.1 + }, + "answer_length": { + "mean": 254.5, + "max": 493, + "min": 145 + }, + "latency": { + "mean": 4.83, + "max": 16.40873, + "min": 2.992514 + }, + "citations_matched": { + "total": 8, + "rate": 0.83 + }, + "any_citation": { + "total": 10, + "rate": 1.0 + }, + "num_questions": { + "total": 10 + } +} diff --git a/evals/results_multimodal/baseline/config.json b/evals/results_multimodal/baseline/config.json new file mode 100644 index 0000000000..88e62e3579 --- /dev/null +++ b/evals/results_multimodal/baseline/config.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth_multimodal.jsonl", + "results_dir": "results_multimodal/experiment", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings":true, + "search_image_embeddings":true, + "send_text_sources":true, + "send_image_sources":true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/results_multimodal/baseline/eval_results.jsonl b/evals/results_multimodal/baseline/eval_results.jsonl new file mode 100644 index 0000000000..38676c1272 --- /dev/null +++ b/evals/results_multimodal/baseline/eval_results.jsonl @@ -0,0 +1,10 @@ +{"question": "Which commodity—oil, gold, or wheat—was the most stable over the last decade?", "truth": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The annual percentage changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil and more than gold [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The price changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil. This indicates gold had the least volatility among the three commodities [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=3: The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis", "latency": 4.999741, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response is fully grounded in the context, accurately identifying gold as the most stable commodity over the last decade based on the provided data. It directly addresses the query with precise information from the context.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, comparing the stability of the commodities and providing insights into their volatility.", "answer_length": 494, "citations_matched": 1.0, "any_citation": true} +{"question": "Do cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities?", "truth": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation values between Bitcoin and stock indices are 0.3 with the S&P 500 and 0.4 with NASDAQ, while for Ethereum, the correlations are 0.35 with the S&P 500 and 0.45 with NASDAQ. In contrast, the correlations with commodities like Oil are lower (0.2 for Bitcoin and 0.25 for Ethereum), and correlations with Gold are slightly negative (-0.1 for Bitcoin and -0.05 for Ethereum) [Financial Market Analysis Report 2023.pdf#page=7].", "answer": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation of Bitcoin with the S&P 500 is 0.3 and with NASDAQ is 0.4, while its correlation with Oil is only 0.2. Similarly, Ethereum has correlations of 0.35 with S&P 500, 0.45 with NASDAQ, and only 0.25 with Oil. This indicates stronger connections to stock indices than to commodity prices like Oil [Financial Market Analysis Report 2023.pdf#page=7].", "context": "Financial Market Analysis Report 2023.pdf#page=7: Financial markets are interconnected, with movements in one segment often influencing others. This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.634434, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately using the provided data to answer the QUERY completely and correctly.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including correlation values and a source reference, which enhances understanding and credibility.", "answer_length": 451, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what level did the S&P 500 reach its highest point before declining in 2021?", "truth": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 3.661459, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely answering the QUERY with precise information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by providing the specific level at which the S&P 500 peaked before declining in 2021. It does not include additional insights or elaboration, but it fully addresses the question.", "answer_length": 205, "citations_matched": 1.0, "any_citation": true} +{"question": "In which month of 2023 did Bitcoin nearly hit 45,000?", "truth": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "answer": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=5: ## Cryptocurrency Market Dynamics
5.1 Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)
The image is a line graph with two lines representing some data trends over twelve months, from January to December. The vertical axis has values ranging from 0 to 47500, increasing in increments of 2500. The blue line shows a rise from January to May, a decline from May to August, and then a steady increase until December. The orange line remains much lower throughout the year, showing a slight increase but relatively stable compared to the blue line. The background of the graph is a light green shade.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
", "latency": 4.145137, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately identifies December 2023 as the month when Bitcoin nearly hit 45,000, which is supported by the CONTEXT. It directly answers the QUERY with relevant information from the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by specifying the month and providing supporting context, making it a complete response.", "answer_length": 189, "citations_matched": 1.0, "any_citation": true} +{"question": "Which year saw oil prices fall the most, and by roughly how much did they drop?", "truth": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the blue bar extending to about -20% on the horizontal bar chart of annual percentage changes for Oil from 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the significant negative blue bar in the chart for that year [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 3.998233, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but provides incorrect information about the year and the percentage drop, which is not supported by the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by providing both the year and the approximate percentage drop in oil prices, supported by a reference to a chart. This makes it a complete response.", "answer_length": 219, "citations_matched": 1.0, "any_citation": true} +{"question": "What was the approximate inflation rate in 2022?", "truth": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data on the graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate inflation rate in 2022 was around 3.4% according to the orange line in the inflation data graph [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 4.432807, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT, demonstrating full groundedness.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response is complete as it provides the requested information accurately and directly, but it lacks additional insights or context that would make it more comprehensive.", "answer_length": 178, "citations_matched": 1.0, "any_citation": true} +{"question": "By 2028, to what relative value are oil prices projected to move compared to their 2024 baseline of 100?", "truth": "Oil prices are projected to decline to about 90 by 2028, relative to their 2024 baseline of 100. [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "answer": "By 2028, oil prices are projected to move to a relative value slightly below 100 compared to their 2024 baseline of 100, indicating a small decrease or near stability in price index [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 3.573873, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately reflects the information in the CONTEXT, providing a correct and complete answer to the QUERY about the projected relative value of oil prices by 2028.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, providing the projected relative value of oil prices in 2028 compared to the 2024 baseline. It includes all essential details required for a comprehensive understanding.", "answer_length": 248, "citations_matched": 1.0, "any_citation": true} +{"question": "What approximate value did the S&P 500 fall to at its lowest point between 2018 and 2022?", "truth": "The S&P 500 fell in 2018 to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown by the graph depicting the 5-Year Trend of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 fell to an approximate lowest value of around 2600 between 2018 and 2022, as shown at the start of the period in the 5-Year Trend graph of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.556572, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY by providing an approximate value for the lowest point of the S&P 500, but it includes information not directly supported by the CONTEXT, which does not specify the 2600 value.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely addresses the QUERY by providing the specific lowest value of the S&P 500 during the specified period, along with a reference to a source. It does not include additional insights or elaboration.", "answer_length": 285, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what value did Ethereum finish the year at in 2023?", "truth": "Ethereum finished the year 2023 at a value around 2200, as indicated by the orange line on the price fluctuations graph for the last 12 months [Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)].", "answer": "Ethereum finished the year 2023 at around the value of 2200, as indicated by the orange line on the price chart for cryptocurrencies on page 5 of the report [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 4.63789, "groundedness": 1.0, "gpt_groundedness": 1.0, "groundedness_reason": "The RESPONSE provides a specific value for Ethereum's year-end price, but this information is not supported by the CONTEXT. The CONTEXT does not contain any numerical data or chart that confirms the RESPONSE's claim, making the RESPONSE ungrounded in the provided CONTEXT.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY, providing the value at which Ethereum finished the year 2023 and referencing the source of this information, which adds insight.", "answer_length": 288, "citations_matched": 0.6666666666666666, "any_citation": true} +{"question": "What was the approximate GDP growth rate in 2021?", "truth": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 in the Financial Market Analysis Report 2023.pdf#page=8[Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 4.482681, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, providing a precise and complete answer to the QUERY based on the information given.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY, providing the GDP growth rate and referencing a specific source for verification, which adds insight and credibility.", "answer_length": 237, "citations_matched": 1.0, "any_citation": true} diff --git a/evals/results_multimodal/baseline/evaluate_parameters.json b/evals/results_multimodal/baseline/evaluate_parameters.json new file mode 100644 index 0000000000..540c912ed8 --- /dev/null +++ b/evals/results_multimodal/baseline/evaluate_parameters.json @@ -0,0 +1,32 @@ +{ + "evaluation_gpt_model": "gpt-4o", + "evaluation_timestamp": 1757007393, + "testdata_path": "/Users/pamelafox/azure-search-openai-demo/evals/ground_truth_multimodal.jsonl", + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "num_questions": null +} diff --git a/evals/results_multimodal/baseline/summary.json b/evals/results_multimodal/baseline/summary.json new file mode 100644 index 0000000000..88719e7959 --- /dev/null +++ b/evals/results_multimodal/baseline/summary.json @@ -0,0 +1,33 @@ +{ + "gpt_groundedness": { + "pass_count": 7, + "pass_rate": 0.7, + "mean_rating": 4.2 + }, + "gpt_relevance": { + "pass_count": 10, + "pass_rate": 1.0, + "mean_rating": 4.4 + }, + "answer_length": { + "mean": 279.4, + "max": 494, + "min": 178 + }, + "latency": { + "mean": 4.31, + "max": 4.999741, + "min": 3.573873 + }, + "citations_matched": { + "total": 9, + "rate": 0.97 + }, + "any_citation": { + "total": 10, + "rate": 1.0 + }, + "num_questions": { + "total": 10 + } +} diff --git a/evals/results_multimodal/no-image-embeddings/config.json b/evals/results_multimodal/no-image-embeddings/config.json new file mode 100644 index 0000000000..badf53944d --- /dev/null +++ b/evals/results_multimodal/no-image-embeddings/config.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth_multimodal.jsonl", + "results_dir": "results_multimodal/no-image-embeddings", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": false, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/results_multimodal/no-image-embeddings/eval_results.jsonl b/evals/results_multimodal/no-image-embeddings/eval_results.jsonl new file mode 100644 index 0000000000..a14ce75336 --- /dev/null +++ b/evals/results_multimodal/no-image-embeddings/eval_results.jsonl @@ -0,0 +1,10 @@ +{"question": "Which commodity—oil, gold, or wheat—was the most stable over the last decade?", "truth": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The annual percentage changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil and more than gold [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "Oil showed the most volatility with significant negative and positive percentage changes, especially a large negative change in 2014 and a large positive peak in 2021. Gold and wheat had smaller fluctuations, with gold mostly staying within a smaller range compared to oil. Wheat also varied but less extremely than oil. Therefore, gold and wheat were more stable than oil, with gold generally showing the least fluctuation over the years 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=3: The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis", "latency": 5.229003, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely addresses the QUERY using information from the CONTEXT, identifying gold as the most stable commodity over the last decade.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including insights into the stability of each commodity, making it a comprehensive response.", "answer_length": 503, "citations_matched": 0.5, "any_citation": true} +{"question": "Do cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities?", "truth": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation values between Bitcoin and stock indices are 0.3 with the S&P 500 and 0.4 with NASDAQ, while for Ethereum, the correlations are 0.35 with the S&P 500 and 0.45 with NASDAQ. In contrast, the correlations with commodities like Oil are lower (0.2 for Bitcoin and 0.25 for Ethereum), and correlations with Gold are slightly negative (-0.1 for Bitcoin and -0.05 for Ethereum) [Financial Market Analysis Report 2023.pdf#page=7].", "answer": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation of Bitcoin with the S&P 500 is 0.3 and with NASDAQ is 0.4, while its correlation with Oil is only 0.2. Similarly, Ethereum has correlations of 0.35 with S&P 500, 0.45 with NASDAQ, and only 0.25 with Oil. This indicates stronger connections to stock indices than to commodity prices like Oil [Financial Market Analysis Report 2023.pdf#page=7].", "context": "Financial Market Analysis Report 2023.pdf#page=7: Financial markets are interconnected, with movements in one segment often influencing others. This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.214519, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using specific data from the CONTEXT, demonstrating a full understanding of the relationships between cryptocurrencies and other market segments.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including correlation values and a source reference, and provides additional insights that enhance understanding.", "answer_length": 451, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what level did the S&P 500 reach its highest point before declining in 2021?", "truth": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 2.839937, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using information directly from the CONTEXT, demonstrating full groundedness.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by providing the specific level at which the S&P 500 reached its highest point before declining in 2021, without adding any unnecessary information.", "answer_length": 205, "citations_matched": 1.0, "any_citation": true} +{"question": "In which month of 2023 did Bitcoin nearly hit 45,000?", "truth": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "answer": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=5: ## Cryptocurrency Market Dynamics
5.1 Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)
The image is a line graph with two lines representing some data trends over twelve months, from January to December. The vertical axis has values ranging from 0 to 47500, increasing in increments of 2500. The blue line shows a rise from January to May, a decline from May to August, and then a steady increase until December. The orange line remains much lower throughout the year, showing a slight increase but relatively stable compared to the blue line. The background of the graph is a light green shade.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
", "latency": 3.136622, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE correctly identifies December 2023 as the month when Bitcoin nearly hit 45,000, using information from the graph provided in the CONTEXT. It is fully grounded in the CONTEXT and directly answers the QUERY.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate information and includes additional insights by referencing the graph from a report, enhancing the credibility and understanding of the information provided.", "answer_length": 189, "citations_matched": 1.0, "any_citation": true} +{"question": "Which year saw oil prices fall the most, and by roughly how much did they drop?", "truth": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the blue bar extending to about -20% on the horizontal bar chart of annual percentage changes for Oil from 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "The year that saw oil prices fall the most was 2014, with a drop of roughly -15% [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 3.282924, "groundedness": 4.0, "gpt_groundedness": 4.0, "groundedness_reason": "The RESPONSE correctly identifies the year 2014 as the year with the largest drop in oil prices, which is supported by the CONTEXT. However, the exact percentage drop is not specified in the CONTEXT, making the RESPONSE partially correct but not fully grounded.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, providing both the year and the percentage drop as requested.", "answer_length": 147, "citations_matched": 1.0, "any_citation": true} +{"question": "What was the approximate inflation rate in 2022?", "truth": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data on the graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data graph [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 3.102723, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The response accurately and completely answers the query using the information provided in the context, demonstrating a full understanding without adding extraneous information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately and completely answers the QUERY by providing the approximate inflation rate for 2022 and referencing a source. It does not include additional insights or context, which would elevate it to a comprehensive response.", "answer_length": 176, "citations_matched": 1.0, "any_citation": true} +{"question": "By 2028, to what relative value are oil prices projected to move compared to their 2024 baseline of 100?", "truth": "Oil prices are projected to decline to about 90 by 2028, relative to their 2024 baseline of 100. [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "answer": "By 2028, oil prices are projected to move to a relative value slightly below 110 compared to their 2024 baseline of 100, showing a modest increase but remaining lower than Bitcoin and S&P 500 price indexes [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 5.016999, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but includes a specific value for oil prices in 2028 that is not supported by the CONTEXT, which only states that oil prices fluctuate near 100 and remain the lowest among the three assets. This makes the RESPONSE partially incorrect.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, and the additional context about Bitcoin and S&P 500 price indexes provides extra insights, enhancing the understanding of the oil price projection.", "answer_length": 272, "citations_matched": 1.0, "any_citation": true} +{"question": "What approximate value did the S&P 500 fall to at its lowest point between 2018 and 2022?", "truth": "The S&P 500 fell in 2018 to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown by the graph depicting the 5-Year Trend of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 fell to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown on the 5-Year Trend graph where the index starts near 2600 in 2018 before rising and then declining slightly after 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.039653, "groundedness": 3.0, "gpt_groundedness": 3.0, "groundedness_reason": "The RESPONSE attempts to answer the QUERY but includes an assumption about the lowest point that is not explicitly supported by the CONTEXT, which only mentions the starting point in 2018. This makes the RESPONSE partially incorrect.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE accurately provides the approximate value requested and includes additional context about the trend of the S&P 500, which enhances understanding.", "answer_length": 344, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what value did Ethereum finish the year at in 2023?", "truth": "Ethereum finished the year 2023 at a value around 2200, as indicated by the orange line on the price fluctuations graph for the last 12 months [Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)].", "answer": "Ethereum finished the year 2023 around the value of 2200, as indicated by the orange line on the price chart for cryptocurrencies on page 5 of the Financial Market Analysis Report 2023.pdf [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 3.908376, "groundedness": 1.0, "gpt_groundedness": 1.0, "groundedness_reason": "The RESPONSE provides a specific value for Ethereum's year-end price, which is not supported by the CONTEXT. Therefore, it includes information that is not grounded in the provided data.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY by providing the exact value at which Ethereum finished the year 2023, along with the source of this information, making it a complete response.", "answer_length": 255, "citations_matched": 0.3333333333333333, "any_citation": true} +{"question": "What was the approximate GDP growth rate in 2021?", "truth": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 in the Financial Market Analysis Report 2023.pdf#page=8[Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 3.477173, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT. It directly addresses the question with precise information, demonstrating complete understanding.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by providing the approximate GDP growth rate for 2021 and cites the source of this information, making it a complete and accurate response.", "answer_length": 237, "citations_matched": 1.0, "any_citation": true} diff --git a/evals/results_multimodal/no-image-embeddings/evaluate_parameters.json b/evals/results_multimodal/no-image-embeddings/evaluate_parameters.json new file mode 100644 index 0000000000..02ab11f1ad --- /dev/null +++ b/evals/results_multimodal/no-image-embeddings/evaluate_parameters.json @@ -0,0 +1,32 @@ +{ + "evaluation_gpt_model": "gpt-4o", + "evaluation_timestamp": 1757008235, + "testdata_path": "/Users/pamelafox/azure-search-openai-demo/evals/ground_truth_multimodal.jsonl", + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": false, + "send_text_sources": true, + "send_image_sources": true, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "num_questions": null +} diff --git a/evals/results_multimodal/no-image-embeddings/summary.json b/evals/results_multimodal/no-image-embeddings/summary.json new file mode 100644 index 0000000000..d21b90e567 --- /dev/null +++ b/evals/results_multimodal/no-image-embeddings/summary.json @@ -0,0 +1,33 @@ +{ + "gpt_groundedness": { + "pass_count": 7, + "pass_rate": 0.7, + "mean_rating": 4.1 + }, + "gpt_relevance": { + "pass_count": 10, + "pass_rate": 1.0, + "mean_rating": 4.5 + }, + "answer_length": { + "mean": 277.9, + "max": 503, + "min": 147 + }, + "latency": { + "mean": 3.82, + "max": 5.229003, + "min": 2.839937 + }, + "citations_matched": { + "total": 8, + "rate": 0.88 + }, + "any_citation": { + "total": 10, + "rate": 1.0 + }, + "num_questions": { + "total": 10 + } +} diff --git a/evals/results_multimodal/no-image-sources/config.json b/evals/results_multimodal/no-image-sources/config.json new file mode 100644 index 0000000000..95455568fe --- /dev/null +++ b/evals/results_multimodal/no-image-sources/config.json @@ -0,0 +1,33 @@ +{ + "testdata_path": "ground_truth_multimodal.jsonl", + "results_dir": "results_multimodal/no-image-sources", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched", "any_citation"], + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": false, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points.text" +} diff --git a/evals/results_multimodal/no-image-sources/eval_results.jsonl b/evals/results_multimodal/no-image-sources/eval_results.jsonl new file mode 100644 index 0000000000..add5ed149b --- /dev/null +++ b/evals/results_multimodal/no-image-sources/eval_results.jsonl @@ -0,0 +1,10 @@ +{"question": "Which commodity—oil, gold, or wheat—was the most stable over the last decade?", "truth": "Over the last decade, gold was the most stable commodity compared to oil and wheat. The annual percentage changes for gold mostly stayed within a smaller range, while oil showed significant fluctuations including a large negative change in 2014 and a large positive peak in 2021. Wheat also varied but less than oil and more than gold [Financial Market Analysis Report 2023.pdf#page=6][Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "Wheat was the most stable commodity over the last decade, as its annual percentage changes mostly stayed within a smaller range compared to Oil, which showed significant fluctuations, and Gold, which also varied but less than Oil [Financial Market Analysis Report 2023.pdf#page=6].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=3: The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis", "latency": 2.344755, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using relevant details from the CONTEXT, demonstrating a full understanding of the information provided.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query by identifying wheat as the most stable commodity and provides a comparison with oil and gold, making it a complete response.", "similarity": 2.0, "gpt_similarity": 2.0, "answer_length": 281, "citations_matched": 0.5, "any_citation": true} +{"question": "Do cryptocurrencies like Bitcoin or Ethereum show stronger ties to stocks or commodities?", "truth": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation values between Bitcoin and stock indices are 0.3 with the S&P 500 and 0.4 with NASDAQ, while for Ethereum, the correlations are 0.35 with the S&P 500 and 0.45 with NASDAQ. In contrast, the correlations with commodities like Oil are lower (0.2 for Bitcoin and 0.25 for Ethereum), and correlations with Gold are slightly negative (-0.1 for Bitcoin and -0.05 for Ethereum) [Financial Market Analysis Report 2023.pdf#page=7].", "answer": "Cryptocurrencies like Bitcoin and Ethereum show stronger ties to stocks than to commodities. The correlation of Bitcoin with the S&P 500 is 0.3 and with NASDAQ is 0.4, while its correlation with oil is 0.2 and with gold is -0.1. Similarly, Ethereum's correlation with the S&P 500 is 0.35 and with NASDAQ is 0.45, compared to 0.25 with oil and -0.05 with gold. This indicates stronger connections to stock indices than to commodity prices [Financial Market Analysis Report 2023.pdf#page=7].", "context": "Financial Market Analysis Report 2023.pdf#page=7: Financial markets are interconnected, with movements in one segment often influencing others. This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 4.603909, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately using the provided correlation data to answer the QUERY. It directly addresses the question with precise information, demonstrating complete understanding without adding extraneous information.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response fully addresses the query with accurate and complete information, including specific correlation values and a reference to a report, making it a complete response.", "similarity": 5.0, "gpt_similarity": 5.0, "answer_length": 489, "citations_matched": 1.0, "any_citation": true} +{"question": "Around what level did the S&P 500 reach its highest point before declining in 2021?", "truth": "The S&P 500 reached its highest point just above the 4500 level before declining in 2021 [Financial Market Analysis Report 2023.pdf#page=4][Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 reached its highest point just above 4500 in 2021 before declining [Financial Market Analysis Report 2023.pdf#page=4].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 2.361921, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response accurately and completely answers the query by providing the specific level at which the S&P 500 reached its highest point in 2021, without omitting any essential details.", "similarity": 5.0, "gpt_similarity": 5.0, "answer_length": 130, "citations_matched": 0.5, "any_citation": true} +{"question": "In which month of 2023 did Bitcoin nearly hit 45,000?", "truth": "Bitcoin nearly hit 45,000 in December 2023, as shown by the blue line reaching close to 45,000 on the graph for that month [Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)].", "answer": "Bitcoin nearly hit 45,000 in May 2023, as the price rose from January to May before declining from May to August according to the price fluctuations graph of Bitcoin and Ethereum over the last 12 months [Financial Market Analysis Report 2023.pdf#page=5].", "context": "Financial Market Analysis Report 2023.pdf#page=5: ## Cryptocurrency Market Dynamics
5.1 Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)
The image is a line graph with two lines representing some data trends over twelve months, from January to December. The vertical axis has values ranging from 0 to 47500, increasing in increments of 2500. The blue line shows a rise from January to May, a decline from May to August, and then a steady increase until December. The orange line remains much lower throughout the year, showing a slight increase but relatively stable compared to the blue line. The background of the graph is a light green shade.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
", "latency": 2.59046, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately identifying May 2023 as the month when Bitcoin nearly hit 45,000, based on the provided graph description. It directly and completely answers the QUERY using relevant details from the CONTEXT.", "relevance": 5.0, "gpt_relevance": 5.0, "relevance_reason": "The RESPONSE accurately identifies the month Bitcoin nearly hit 45,000 and provides additional context about the price trend, which adds relevant insights to the answer.", "similarity": 1.0, "gpt_similarity": 1.0, "answer_length": 254, "citations_matched": 0.0, "any_citation": true} +{"question": "Which year saw oil prices fall the most, and by roughly how much did they drop?", "truth": "The year that saw oil prices fall the most was 2020, with a drop of roughly 20% as shown by the blue bar extending to about -20% on the horizontal bar chart of annual percentage changes for Oil from 2014 to 2022 [Financial Market Analysis Report 2023.pdf#page=6(figure6_1.png)].", "answer": "The year that saw oil prices fall the most was 2014, with a significant negative percentage change in oil prices shown in the chart on page 6 of the Financial Market Analysis Report 2023.pdf. The exact drop amount is not specified but is described as significant [Financial Market Analysis Report 2023.pdf#page=6].", "context": "Financial Market Analysis Report 2023.pdf#page=6: ### Commodity Market Fluctuations
6.1 Price Changes of Oil, Gold, and Wheat
The horizontal bar chart shows annual percentage changes for Wheat, Gold, and Oil from 2014 to 2022. Wheat is represented in gray, Gold in orange, and Oil in blue. The values fluctuate over the years, with Oil showing a significant negative percentage in 2014 and a large positive peak in 2021. Wheat and Gold also vary but mostly stay within a smaller range compared to Oil. The year 2021 stands out as having the highest positive percentage change in Oil.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 2.813627, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE correctly identifies the year 2014 as the year with the most significant drop in oil prices, which is supported by the CONTEXT. Although the exact amount of the drop is not specified, the RESPONSE accurately reflects the information available in the CONTEXT. Therefore, the RESPONSE is fully correct and complete based on the provided CONTEXT.", "relevance": 3.0, "gpt_relevance": 3.0, "relevance_reason": "The RESPONSE addresses the QUERY by identifying the correct year but fails to provide the approximate amount of the drop, making it incomplete.", "similarity": 2.0, "gpt_similarity": 2.0, "answer_length": 314, "citations_matched": 0.0, "any_citation": true} +{"question": "What was the approximate inflation rate in 2022?", "truth": "The approximate inflation rate in 2022 was near 3.4% according to the orange line in the inflation data on the graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate inflation rate in 2022 was near 3.4% according to the inflation data shown in the line graph on page 8 of the Financial Market Analysis Report 2023.pdf [Financial Market Analysis Report 2023.pdf#page=8].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 2.651175, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using relevant details from the CONTEXT, demonstrating full groundedness.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response accurately and completely answers the query by providing the approximate inflation rate for 2022 and referencing the source of this information. It does not include additional insights, but it fully addresses the question.", "similarity": 5.0, "gpt_similarity": 5.0, "answer_length": 219, "citations_matched": 0.0, "any_citation": true} +{"question": "By 2028, to what relative value are oil prices projected to move compared to their 2024 baseline of 100?", "truth": "Oil prices are projected to decline to about 90 by 2028, relative to their 2024 baseline of 100. [Financial Market Analysis Report 2023.pdf#page=9(figure9_1.png)].", "answer": "By 2028, oil prices are projected to remain near their 2024 baseline value of 100, showing only a smaller increase compared to Bitcoin and S&P 500, and staying the lowest among the three assets in relative value [Financial Market Analysis Report 2023.pdf#page=9].", "context": "Financial Market Analysis Report 2023.pdf#page=9: ## Future Predictions and Trends
9.1 Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
The image is a horizontal bar chart titled \"Prices (2024 Indexed to 100)\" comparing the price indexes of Oil, Bitcoin, and S&P 500 for the years 2024 to 2028. For the year 2024, all three assets have a price index of 100. From 2025 to 2028, Bitcoin and S&P 500 prices generally increase, while the Oil price index shows a smaller increase, fluctuating near 100. In 2027, Bitcoin has the highest price index, followed by Oil and then S&P 500. By 2028, Bitcoin maintains the highest index, followed closely by S&P 500, with Oil remaining the lowest among the three.
\n\nFinancial Market Analysis Report 2023.pdf#page=6: Commodities such as oil, gold, and wheat are fundamental to the global economy, influencing everything from energy costs to food prices. This section delves into the trends and factors affecting commodity prices, including geopolitical events, supply-chain disruptions, and environmental factors, providing a comprehensive view of this crucial market segment.\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 2.574576, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE is fully grounded in the CONTEXT, accurately and completely answering the QUERY with all relevant details.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE accurately addresses the QUERY by providing the projected relative value of oil prices by 2028 compared to their 2024 baseline. However, it includes additional information about other assets, which is not necessary for answering the QUERY.", "similarity": 2.0, "gpt_similarity": 2.0, "answer_length": 263, "citations_matched": 0.0, "any_citation": true} +{"question": "What approximate value did the S&P 500 fall to at its lowest point between 2018 and 2022?", "truth": "The S&P 500 fell in 2018 to an approximate value of around 2600 at its lowest point between 2018 and 2022, as shown by the graph depicting the 5-Year Trend of the S&P 500 Index [Financial Market Analysis Report 2023.pdf#page=4(figure4_1.png)].", "answer": "The S&P 500 fell to an approximate lowest value of around 2000 to 2500 between 2018 and 2022, as indicated by the vertical axis range on the 5-Year Trend graph, which shows the index values ranging from about 2000 to 5000, with notable volatility and a decline after 2021 [Financial Market Analysis Report 2023.pdf#page=4].", "context": "Financial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
\n\nFinancial Market Analysis Report 2023.pdf#page=4: The stock market is often considered the economy's heartbeat, reflecting corporate health and investor sentiment. Over the past five years, the S&P 500 index has experienced significant volatility, with notable peaks and troughs corresponding to various economic events. This overview examines the key factors that have influenced the stock market's performance and what they indicate about the economy's state\n\nFinancial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
", "latency": 3.205387, "groundedness": 4.0, "gpt_groundedness": 4.0, "groundedness_reason": "The RESPONSE provides a range that includes the lowest value but does not specify the exact lowest point observed in the graph, making it partially correct but incomplete.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The response accurately and completely addresses the query by providing the approximate lowest value range of the S&P 500 during the specified period, making it a complete response.", "similarity": 3.0, "gpt_similarity": 3.0, "answer_length": 323, "citations_matched": 0.0, "any_citation": true} +{"question": "Around what value did Ethereum finish the year at in 2023?", "truth": "Ethereum finished the year 2023 at a value around 2200, as indicated by the orange line on the price fluctuations graph for the last 12 months [Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=5(figure5_1.png)][Financial Market Analysis Report 2023.pdf#page=5(figure5_2.png)].", "answer": "The provided sources do not specify the exact value at which Ethereum finished the year 2023. They discuss Ethereum's role and correlations in the market but do not provide a closing price for 2023 [Financial Market Analysis Report 2023.pdf#page=7][Financial Market Analysis Report 2023.pdf#page=5][Financial Market Analysis Report 2023.pdf#page=9].", "context": "Financial Market Analysis Report 2023.pdf#page=7: ### Interplay Between Different Market Segments
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\nFinancial Market Analysis Report 2023.pdf#page=5: Cryptocurrencies have emerged as a new asset class, captivating investors with their potential for high returns and their role in the future of finance. This section explores the price dynamics of major cryptocurrencies like Bitcoin and Ethereum, analyzing the factors driving their volatility and the implications for the broader financial market.
5.2
The image shows a color legend with two labels. The first label reads \"Bitconin\" with a blue horizontal line beside it. The second label reads \"Ethereum\" with an orange horizontal line beside it. The text is in gray font. The background is white.
\n\nFinancial Market Analysis Report 2023.pdf#page=9: Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets. We explore potential trajectories for stock indices, cryptocurrency values, and commodity prices, offering investors and analysts foresight into what the coming years might hold.", "latency": 3.007038, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately reflects the lack of specific information in the CONTEXT regarding Ethereum's closing value for 2023, making it a fully correct and complete response.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE is relevant as it directly addresses the QUERY by stating that the specific information is not available in the sources. However, it does not provide any additional insights or elaboration, which would have enhanced the understanding.", "similarity": 1.0, "gpt_similarity": 1.0, "answer_length": 349, "citations_matched": 0.3333333333333333, "any_citation": true} +{"question": "What was the approximate GDP growth rate in 2021?", "truth": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph showing trends from 2018 to 2023 [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)].", "answer": "The approximate GDP growth rate in 2021 was about 4.5% according to the line graph on page 8 of the Financial Market Analysis Report 2023.pdf [Financial Market Analysis Report 2023.pdf#page=8].", "context": "Financial Market Analysis Report 2023.pdf#page=8: ### Impact of Macroeconomic Factors
8.1 Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph that shows trends for Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The Interest Rates % line is blue, the Inflation Data % line is orange, and the GDP Growth % line is gray. Interest rates started at about 2% in 2018, decreased to around 0.3% in 2021, and then rose to 1.5% in 2023. Inflation data showed a slight increase from 2018 to 2019, a dip in 2020, a peak near 3.4% in 2022, and then a slight decline in 2023. GDP growth has a peak at about 4.5% in 2021, a steep drop to nearly -4% in 2020, and varied around 2-3% in other years.
\n\nFinancial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.\n\nFinancial Market Analysis Report 2023.pdf#page=4: ## Stock Market Overview
4.1
The image displays a line graph showing the 5-Year Trend of the S&P 500 Index. The horizontal axis represents the years from 2018 to 2022. The vertical axis represents the index values ranging approximately from 2000 to 5000. The graph shows an upward trend from 2018 to 2021, peaking just above 4500 in 2021. After 2021, the index value declines slightly by 2022.
", "latency": 2.662751, "groundedness": 5.0, "gpt_groundedness": 5.0, "groundedness_reason": "The RESPONSE accurately and completely answers the QUERY using the information provided in the CONTEXT, demonstrating a full understanding of the question and the relevant data.", "relevance": 4.0, "gpt_relevance": 4.0, "relevance_reason": "The RESPONSE fully addresses the QUERY with accurate and complete information, including the source of the data, which is essential for understanding the context. However, it does not provide additional insights or elaboration beyond the direct answer.", "similarity": 5.0, "gpt_similarity": 5.0, "answer_length": 193, "citations_matched": 0.0, "any_citation": true} diff --git a/evals/results_multimodal/no-image-sources/evaluate_parameters.json b/evals/results_multimodal/no-image-sources/evaluate_parameters.json new file mode 100644 index 0000000000..e72abc464c --- /dev/null +++ b/evals/results_multimodal/no-image-sources/evaluate_parameters.json @@ -0,0 +1,32 @@ +{ + "evaluation_gpt_model": "gpt-4o", + "evaluation_timestamp": 1757008921, + "testdata_path": "/Users/pamelafox/azure-search-openai-demo/evals/ground_truth_multimodal.jsonl", + "target_url": "http://localhost:50505/chat", + "target_parameters": { + "overrides": { + "top": 3, + "max_subqueries": 10, + "results_merge_strategy": "interleaved", + "temperature": 0.3, + "minimum_reranker_score": 0, + "minimum_search_score": 0, + "retrieval_mode": "hybrid", + "semantic_ranker": true, + "semantic_captions": false, + "query_rewriting": false, + "reasoning_effort": "minimal", + "suggest_followup_questions": false, + "use_oid_security_filter": false, + "use_groups_security_filter": false, + "search_text_embeddings": true, + "search_image_embeddings": true, + "send_text_sources": true, + "send_image_sources": false, + "language": "en", + "use_agentic_retrieval": false, + "seed": 1 + } + }, + "num_questions": null +} diff --git a/evals/results_multimodal/no-image-sources/summary.json b/evals/results_multimodal/no-image-sources/summary.json new file mode 100644 index 0000000000..acbd741823 --- /dev/null +++ b/evals/results_multimodal/no-image-sources/summary.json @@ -0,0 +1,33 @@ +{ + "gpt_groundedness": { + "pass_count": 10, + "pass_rate": 1.0, + "mean_rating": 4.9 + }, + "gpt_relevance": { + "pass_count": 9, + "pass_rate": 0.9, + "mean_rating": 4.0 + }, + "answer_length": { + "mean": 281.5, + "max": 489, + "min": 130 + }, + "latency": { + "mean": 2.88, + "max": 4.603909, + "min": 2.344755 + }, + "citations_matched": { + "total": 2, + "rate": 0.23 + }, + "any_citation": { + "total": 10, + "rate": 1.0 + }, + "num_questions": { + "total": 10 + } +} diff --git a/scripts/pretty_print_jsonl.py b/scripts/pretty_print_jsonl.py new file mode 100644 index 0000000000..f14d67455b --- /dev/null +++ b/scripts/pretty_print_jsonl.py @@ -0,0 +1,128 @@ +"""Utility to pretty-format a JSONL (JSON Lines) file. + +NOTE: Classic JSONL expects one JSON object per single line. Once we pretty +print (indent) each object, the result is no longer *strict* JSONL because +objects will span multiple lines. This script offers a few output modes so +you can choose what you need: + +1. Default (stdout): Pretty prints each record (with indentation) separated + by a blank line for readability. +2. --in-place: Rewrites the source file by replacing each original single-line + object with its multi-line, indented representation separated by a blank line. +3. --output : Writes the pretty output to a new file (recommended if you + also want to keep the original valid JSONL file unchanged). +4. --as-array: Instead of individual objects, emit a single JSON array containing + all objects, using indentation (this produces standard JSON, not JSONL). + +Examples: + python scripts/pretty_print_jsonl.py evals/ground_truth_multimodal.jsonl + python scripts/pretty_print_jsonl.py evals/ground_truth_multimodal.jsonl --output evals/ground_truth_multimodal.pretty.jsonl + python scripts/pretty_print_jsonl.py evals/ground_truth_multimodal.jsonl --in-place + python scripts/pretty_print_jsonl.py evals/ground_truth_multimodal.jsonl --as-array --output evals/ground_truth_multimodal.pretty.json + +Safeguards: + * Refuses to use --in-place together with --as-array (ambiguous expectations). + * Backs up the original file to .bak before in-place rewrite unless + --no-backup is supplied. +""" + +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + + +def read_jsonl(path: Path): + """Yield parsed JSON objects from a JSONL file. + + Skips empty lines. Raises ValueError with context on parse failures. + """ + for idx, line in enumerate(path.read_text(encoding="utf-8").splitlines(), start=1): + stripped = line.strip() + if not stripped: + continue + try: + yield json.loads(stripped) + except json.JSONDecodeError as e: + raise ValueError(f"Failed to parse JSON on line {idx} of {path}: {e}") from e + + +def write_pretty_individual(objs, indent: int) -> str: + """Return a string with each object pretty JSON, separated by a blank line.""" + parts = [json.dumps(o, indent=indent, ensure_ascii=False) for o in objs] + # Add trailing newline for file friendliness + return "\n\n".join(parts) + "\n" + + +def write_pretty_array(objs, indent: int) -> str: + return json.dumps(list(objs), indent=indent, ensure_ascii=False) + "\n" + + +def parse_args(argv: list[str]) -> argparse.Namespace: + parser = argparse.ArgumentParser(description="Pretty-format a JSONL file.") + parser.add_argument( + "jsonl_file", + type=Path, + help="Path to the source JSONL file (one JSON object per line).", + ) + parser.add_argument("--indent", type=int, default=2, help="Indent level for json.dumps (default: 2)") + group = parser.add_mutually_exclusive_group() + group.add_argument( + "--in-place", + action="store_true", + help="Rewrite the original file with pretty-formatted objects (not strict JSONL).", + ) + group.add_argument( + "--output", + type=Path, + help="Path to write output. If omitted and not --in-place, prints to stdout.", + ) + parser.add_argument( + "--as-array", + action="store_true", + help="Emit a single JSON array instead of individual pretty objects.", + ) + parser.add_argument( + "--no-backup", + action="store_true", + help="When using --in-place, do not create a .bak backup file.", + ) + return parser.parse_args(argv) + + +def main(argv: list[str] | None = None) -> int: + args = parse_args(argv or sys.argv[1:]) + + if not args.jsonl_file.exists(): + print(f"Error: File not found: {args.jsonl_file}", file=sys.stderr) + return 1 + + objs = list(read_jsonl(args.jsonl_file)) + + if args.as_array: + output_text = write_pretty_array(objs, args.indent) + else: + output_text = write_pretty_individual(objs, args.indent) + + # Destination logic + if args.in_place: + if not args.no_backup: + backup_path = args.jsonl_file.with_suffix(args.jsonl_file.suffix + ".bak") + if not backup_path.exists(): + backup_path.write_text(args.jsonl_file.read_text(encoding="utf-8"), encoding="utf-8") + args.jsonl_file.write_text(output_text, encoding="utf-8") + print(f"Rewrote {args.jsonl_file} ({len(objs)} objects).") + elif args.output: + args.output.parent.mkdir(parents=True, exist_ok=True) + args.output.write_text(output_text, encoding="utf-8") + print(f"Wrote pretty output to {args.output} ({len(objs)} objects).") + else: + # stdout + sys.stdout.write(output_text) + return 0 + + +if __name__ == "__main__": # pragma: no cover + raise SystemExit(main()) diff --git a/tests/snapshots/test_app/test_ask_prompt_template_concat/client0/result.json b/tests/snapshots/test_app/test_ask_prompt_template_concat/client0/result.json index db86bda71c..577db994c5 100644 --- a/tests/snapshots/test_app/test_ask_prompt_template_concat/client0/result.json +++ b/tests/snapshots/test_app/test_ask_prompt_template_concat/client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]\n\n Meow like a cat.", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n Meow like a cat.", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_prompt_template_concat/client1/result.json b/tests/snapshots/test_app/test_ask_prompt_template_concat/client1/result.json index a1cfd31182..536be0464c 100644 --- a/tests/snapshots/test_app/test_ask_prompt_template_concat/client1/result.json +++ b/tests/snapshots/test_app/test_ask_prompt_template_concat/client1/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]\n\n Meow like a cat.", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n Meow like a cat.", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_hybrid/client0/result.json b/tests/snapshots/test_app/test_ask_rtr_hybrid/client0/result.json index 0505ab744a..ae0974cad6 100644 --- a/tests/snapshots/test_app/test_ask_rtr_hybrid/client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_hybrid/client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_hybrid/client1/result.json b/tests/snapshots/test_app/test_ask_rtr_hybrid/client1/result.json index 85f4c97700..24ac783092 100644 --- a/tests/snapshots/test_app/test_ask_rtr_hybrid/client1/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_hybrid/client1/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text/client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text/client0/result.json index a2b301c0ac..d55bb7d1b2 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text/client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text/client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text/client1/result.json b/tests/snapshots/test_app/test_ask_rtr_text/client1/result.json index 81c4dc5a39..37f38cc444 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text/client1/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text/client1/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_agent/agent_client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_agent/agent_client0/result.json index 1fd69cb588..73ce16656a 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_agent/agent_client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_agent/agent_client0/result.json @@ -76,7 +76,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_agent_filter/agent_auth_client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_agent_filter/agent_auth_client0/result.json index 3193a65e9d..81fb7e9a3b 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_agent_filter/agent_auth_client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_agent_filter/agent_auth_client0/result.json @@ -76,7 +76,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_filter/auth_client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_filter/auth_client0/result.json index d12a496f96..9b94361f97 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_filter/auth_client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_filter/auth_client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_filter_public_documents/auth_public_documents_client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_filter_public_documents/auth_public_documents_client0/result.json index a3937d7ff7..df76177c2c 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_filter_public_documents/auth_public_documents_client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_filter_public_documents/auth_public_documents_client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client0/result.json index bae7d70d3e..43d4de8a18 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client1/result.json b/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client1/result.json index d5bf1896b0..31d51ecdef 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client1/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_semanticcaptions/client1/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client0/result.json b/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client0/result.json index a69e2a70c6..febded6dbb 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client0/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client0/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client1/result.json b/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client1/result.json index b1faa49793..3e4e1d0efb 100644 --- a/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client1/result.json +++ b/tests/snapshots/test_app/test_ask_rtr_text_semanticranker/client1/result.json @@ -54,7 +54,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nPossible citations for current question:\n\n[Benefit_Options-2.pdf]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_ask_vision/client0/result.json b/tests/snapshots/test_app/test_ask_vision/client0/result.json index aced2f08da..4fca4851b5 100644 --- a/tests/snapshots/test_app/test_ask_vision/client0/result.json +++ b/tests/snapshots/test_app/test_ask_vision/client0/result.json @@ -105,7 +105,7 @@ { "description": [ { - "content": "You are an intelligent assistant helping Contoso Inc employees with their healthcare plan questions and employee handbook questions.\nUse 'you' to refer to the individual asking the questions even if they ask with 'I'.\nAnswer the following question using only the data provided in the sources below.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response.\nIf you cannot answer using the sources below, say you don't know. Use below example to answer.\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information.\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\nAnswer the following question using only the data provided in the sources below.\nIf you cannot answer using the sources below, say you don't know.\nReturn just the answer without any input texts.\n\nPossible citations for current question:\n\n[Financial Market Analysis Report 2023.pdf#page=7]\n\n[Financial Market Analysis Report 2023.pdf#page=8]\n\n[Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)]\n\n[Financial Market Analysis Report 2023.pdf#page=2]", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nYou CANNOT ask clarifying questions to the user, since the user will have no way to reply.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information.\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\n\nPossible citations for current question: [Financial Market Analysis Report 2023.pdf#page=7] [Financial Market Analysis Report 2023.pdf#page=8] [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)] [Financial Market Analysis Report 2023.pdf#page=2]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_followup/client0/result.json b/tests/snapshots/test_app/test_chat_followup/client0/result.json index 18ac5a8ab2..07ae921651 100644 --- a/tests/snapshots/test_app/test_chat_followup/client0/result.json +++ b/tests/snapshots/test_app/test_chat_followup/client0/result.json @@ -95,7 +95,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\".", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\".", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_followup/client1/result.json b/tests/snapshots/test_app/test_chat_followup/client1/result.json index 0df03a8308..d0758eb9a1 100644 --- a/tests/snapshots/test_app/test_chat_followup/client1/result.json +++ b/tests/snapshots/test_app/test_chat_followup/client1/result.json @@ -96,7 +96,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\".", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\".", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid/client0/result.json b/tests/snapshots/test_app/test_chat_hybrid/client0/result.json index 794efb4af8..87bee6f135 100644 --- a/tests/snapshots/test_app/test_chat_hybrid/client0/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid/client1/result.json b/tests/snapshots/test_app/test_chat_hybrid/client1/result.json index 3f7fda1d71..2314a0348c 100644 --- a/tests/snapshots/test_app/test_chat_hybrid/client1/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client0/result.json b/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client0/result.json index cb0f48e8be..10b9d3f9e0 100644 --- a/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client0/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client1/result.json b/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client1/result.json index f52000294a..9497e9a62c 100644 --- a/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client1/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid_semantic_captions/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client0/result.json b/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client0/result.json index 591f9b6add..4b362c1c16 100644 --- a/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client0/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client1/result.json b/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client1/result.json index d7d2f0138d..19a50e4f63 100644 --- a/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client1/result.json +++ b/tests/snapshots/test_app/test_chat_hybrid_semantic_ranker/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_prompt_template_concat/client0/result.json b/tests/snapshots/test_app/test_chat_prompt_template_concat/client0/result.json index 3a7c0a8258..51bd777fbf 100644 --- a/tests/snapshots/test_app/test_chat_prompt_template_concat/client0/result.json +++ b/tests/snapshots/test_app/test_chat_prompt_template_concat/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n Meow like a cat.", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n Meow like a cat.", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_prompt_template_concat/client1/result.json b/tests/snapshots/test_app/test_chat_prompt_template_concat/client1/result.json index eec5935908..1fbb0e2a31 100644 --- a/tests/snapshots/test_app/test_chat_prompt_template_concat/client1/result.json +++ b/tests/snapshots/test_app/test_chat_prompt_template_concat/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n Meow like a cat.", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n Meow like a cat.", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_seed/client0/result.json b/tests/snapshots/test_app/test_chat_seed/client0/result.json index 794efb4af8..87bee6f135 100644 --- a/tests/snapshots/test_app/test_chat_seed/client0/result.json +++ b/tests/snapshots/test_app/test_chat_seed/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_seed/client1/result.json b/tests/snapshots/test_app/test_chat_seed/client1/result.json index 3f7fda1d71..2314a0348c 100644 --- a/tests/snapshots/test_app/test_chat_seed/client1/result.json +++ b/tests/snapshots/test_app/test_chat_seed/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_session_state_persists/client0/result.json b/tests/snapshots/test_app/test_chat_session_state_persists/client0/result.json index 36694b7971..06dbd3dc40 100644 --- a/tests/snapshots/test_app/test_chat_session_state_persists/client0/result.json +++ b/tests/snapshots/test_app/test_chat_session_state_persists/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_session_state_persists/client1/result.json b/tests/snapshots/test_app/test_chat_session_state_persists/client1/result.json index f7aa5448a6..f03ccffcef 100644 --- a/tests/snapshots/test_app/test_chat_session_state_persists/client1/result.json +++ b/tests/snapshots/test_app/test_chat_session_state_persists/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_stream_followup/client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_followup/client0/result.jsonlines index 6e8d5eff4d..bbb63d9bf1 100644 --- a/tests/snapshots/test_app/test_chat_stream_followup/client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_followup/client0/result.jsonlines @@ -1,5 +1,5 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf]. ", "role": "assistant"}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} -{"delta": {"role": "assistant"}, "context": {"context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "followup_questions": ["What is the capital of Spain?"]}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "followup_questions": ["What is the capital of Spain?"]}} diff --git a/tests/snapshots/test_app/test_chat_stream_followup/client1/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_followup/client1/result.jsonlines index a2f6ed5e09..bdbe4aeedb 100644 --- a/tests/snapshots/test_app/test_chat_stream_followup/client1/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_followup/client1/result.jsonlines @@ -1,5 +1,5 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf]. ", "role": "assistant"}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} -{"delta": {"role": "assistant"}, "context": {"context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "followup_questions": ["What is the capital of Spain?"]}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf] \n\n\n\n\nGenerate 3 very brief follow-up questions that the user would likely ask next.\nEnclose the follow-up questions in double angle brackets. Example:\n<>\n<>\n<>\nDo not repeat questions that have already been asked.\nMake sure the last question ends with \">>\"."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "followup_questions": ["What is the capital of Spain?"]}} diff --git a/tests/snapshots/test_app/test_chat_stream_session_state_persists/client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_session_state_persists/client0/result.jsonlines index b3a71a094a..28cbd80d5c 100644 --- a/tests/snapshots/test_app/test_chat_stream_session_state_persists/client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_session_state_persists/client0/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} diff --git a/tests/snapshots/test_app/test_chat_stream_session_state_persists/client1/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_session_state_persists/client1/result.jsonlines index 5d8992795a..f67069178c 100644 --- a/tests/snapshots/test_app/test_chat_stream_session_state_persists/client1/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_session_state_persists/client1/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": {"conversation_id": 1234}} diff --git a/tests/snapshots/test_app/test_chat_stream_text/client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_text/client0/result.jsonlines index 759b14b29f..ecb551e90b 100644 --- a/tests/snapshots/test_app/test_chat_stream_text/client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_text/client0/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_stream_text/client1/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_text/client1/result.jsonlines index 9d72d4ab09..37cdd1c849 100644 --- a/tests/snapshots/test_app/test_chat_stream_text/client1/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_text/client1/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_stream_text_filter/auth_client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_text_filter/auth_client0/result.jsonlines index a3a7545636..cec538b59f 100644 --- a/tests/snapshots/test_app/test_chat_stream_text_filter/auth_client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_text_filter/auth_client0/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": "category ne 'excluded' and (oids/any(g:search.in(g, 'OID_X')) or groups/any(g:search.in(g, 'GROUP_Y, GROUP_Z')))", "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": "category ne 'excluded' and (oids/any(g:search.in(g, 'OID_X')) or groups/any(g:search.in(g, 'GROUP_Y, GROUP_Z')))", "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": "category ne 'excluded' and (oids/any(g:search.in(g, 'OID_X')) or groups/any(g:search.in(g, 'GROUP_Y, GROUP_Z')))", "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": "category ne 'excluded' and (oids/any(g:search.in(g, 'OID_X')) or groups/any(g:search.in(g, 'GROUP_Y, GROUP_Z')))", "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client0/result.jsonlines index 26183b8012..b5d976e80d 100644 --- a/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client0/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": null}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": null}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": null, "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": null, "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client1/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client1/result.jsonlines index b816c7e977..77e9ece5b3 100644 --- a/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client1/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_text_reasoning/reasoning_client1/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "The capital of France is Paris. [Benefit_Options-2.pdf].", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Benefit_Options-2.pdf: There is a whistleblower policy."], "images": [], "citations": ["Benefit_Options-2.pdf"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: What is the capital of France?"}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "capital of France", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": false, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": false}}, {"title": "Search results", "description": [{"id": "file-Benefit_Options_pdf-42656E656669745F4F7074696F6E732E706466-page-2", "content": "There is a whistleblower policy.", "category": null, "sourcepage": "Benefit_Options-2.pdf", "sourcefile": "Benefit_Options.pdf", "oids": null, "groups": null, "captions": [{"additional_properties": {}, "text": "Caption: A whistleblower policy.", "highlights": []}], "score": 0.03279569745063782, "reranker_score": 3.4577205181121826, "search_agent_query": null, "images": null}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]"}, {"role": "user", "content": "What is the capital of France?\n\n\nSources:\n\nBenefit_Options-2.pdf: There is a whistleblower policy."}], "props": {"model": "o3-mini", "deployment": "o3-mini", "reasoning_effort": "low", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 384, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_stream_vision/client0/result.jsonlines b/tests/snapshots/test_app/test_chat_stream_vision/client0/result.jsonlines index 7cf4ceff99..c8b3093bdc 100644 --- a/tests/snapshots/test_app/test_chat_stream_vision/client0/result.jsonlines +++ b/tests/snapshots/test_app/test_chat_stream_vision/client0/result.jsonlines @@ -1,4 +1,4 @@ -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Financial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.", "Financial Market Analysis Report 2023.pdf#page=8: Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.", "Financial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."], "images": ["data:image/png;base64,dGVzdCBjb250ZW50"], "citations": ["Financial Market Analysis Report 2023.pdf#page=7", "Financial Market Analysis Report 2023.pdf#page=8", "Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)", "Financial Market Analysis Report 2023.pdf#page=2"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: Are interest rates high?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "interest rates", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-7", "content": " This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=7", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": []}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-8", "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=8", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-1", "content": "advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis## Stock Market Overview\n\n\n

The image is a line graph titled \"5-Year Trend of the S&P 500 Index.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=2", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": [{"type": "text", "text": "Are interest rates high?"}, {"type": "image_url", "image_url": {"url": "data:image/png;base64,dGVzdCBjb250ZW50"}}, {"type": "text", "text": "Sources:\n\nFinancial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."}]}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Financial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.", "Financial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.", "Financial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."], "images": ["data:image/png;base64,dGVzdCBjb250ZW50"], "citations": ["Financial Market Analysis Report 2023.pdf#page=7", "Financial Market Analysis Report 2023.pdf#page=8", "Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)", "Financial Market Analysis Report 2023.pdf#page=2"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: Are interest rates high?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "interest rates", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-7", "content": " This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=7", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": []}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-8", "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=8", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-1", "content": "advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis## Stock Market Overview\n\n\n

The image is a line graph titled \"5-Year Trend of the S&P 500 Index.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=2", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\n\nPossible citations for current question: [Financial Market Analysis Report 2023.pdf#page=7] [Financial Market Analysis Report 2023.pdf#page=8] [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)] [Financial Market Analysis Report 2023.pdf#page=2]"}, {"role": "user", "content": [{"type": "text", "text": "Are interest rates high?"}, {"type": "image_url", "image_url": {"url": "data:image/png;base64,dGVzdCBjb250ZW50"}}, {"type": "text", "text": "Sources:\n\nFinancial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."}]}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt"}}], "followup_questions": null}, "session_state": null} {"delta": {"content": null, "role": "assistant"}} {"delta": {"content": "From the provided sources, the impact of interest rates and GDP growth on financial markets can be observed through the line graph. [Financial Market Analysis Report 2023-7.png]", "role": null}} -{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Financial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.", "Financial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.", "Financial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."], "images": ["data:image/png;base64,dGVzdCBjb250ZW50"], "citations": ["Financial Market Analysis Report 2023.pdf#page=7", "Financial Market Analysis Report 2023.pdf#page=8", "Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)", "Financial Market Analysis Report 2023.pdf#page=2"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: Are interest rates high?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "interest rates", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-7", "content": " This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=7", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": []}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-8", "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=8", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-1", "content": "advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis## Stock Market Overview\n\n\n

The image is a line graph titled \"5-Year Trend of the S&P 500 Index.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=2", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf]."}, {"role": "user", "content": [{"type": "text", "text": "Are interest rates high?"}, {"type": "image_url", "image_url": {"url": "data:image/png;base64,dGVzdCBjb250ZW50"}}, {"type": "text", "text": "Sources:\n\nFinancial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."}]}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} +{"delta": {"role": "assistant"}, "context": {"data_points": {"text": ["Financial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.", "Financial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.", "Financial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."], "images": ["data:image/png;base64,dGVzdCBjb250ZW50"], "citations": ["Financial Market Analysis Report 2023.pdf#page=7", "Financial Market Analysis Report 2023.pdf#page=8", "Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)", "Financial Market Analysis Report 2023.pdf#page=2"]}, "thoughts": [{"title": "Prompt to generate search query", "description": [{"role": "system", "content": "Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching in a knowledge base.\nYou have access to Azure AI Search index with 100's of documents.\nGenerate a search query based on the conversation and the new question.\nDo not include cited source filenames and document names e.g. info.txt or doc.pdf in the search query terms.\nDo not include any text inside [] or <<>> in the search query terms.\nDo not include any special characters like '+'.\nIf the question is not in English, translate the question to English before generating the search query.\nIf you cannot generate a search query, return just the number 0."}, {"role": "user", "content": "How did crypto do last year?"}, {"role": "assistant", "content": "Summarize Cryptocurrency Market Dynamics from last year"}, {"role": "user", "content": "What are my health plans?"}, {"role": "assistant", "content": "Show available health plans"}, {"role": "user", "content": "Generate search query for: Are interest rates high?"}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}, {"title": "Search using generated search query", "description": "interest rates", "props": {"use_semantic_captions": false, "use_semantic_ranker": false, "use_query_rewriting": false, "top": 3, "filter": null, "use_vector_search": true, "use_text_search": true, "search_text_embeddings": true, "search_image_embeddings": true}}, {"title": "Search results", "description": [{"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-7", "content": " This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=7", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": []}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-8", "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=8", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}, {"id": "file-Financial_Market_Analysis_Report_2023_pdf-46696E616E6369616C204D61726B657420416E616C79736973205265706F727420323032332E706466-page-1", "content": "advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis## Stock Market Overview\n\n\n

The image is a line graph titled \"5-Year Trend of the S&P 500 Index.", "category": null, "sourcepage": "Financial Market Analysis Report 2023.pdf#page=2", "sourcefile": "Financial Market Analysis Report 2023.pdf", "oids": null, "groups": null, "captions": [], "score": null, "reranker_score": null, "search_agent_query": null, "images": [{"url": "https://sticygqdubf4x6w.blob.core.windows.net/images/Financial%20Market%20Analysis%20Report%202023.pdf/page7/figure8_1.png", "description": "
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
", "boundingbox": [63.1008, 187.9416, 561.3408000000001, 483.5088]}]}], "props": null}, {"title": "Prompt to generate answer", "description": [{"role": "system", "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\n\nPossible citations for current question: [Financial Market Analysis Report 2023.pdf#page=7] [Financial Market Analysis Report 2023.pdf#page=8] [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)] [Financial Market Analysis Report 2023.pdf#page=2]"}, {"role": "user", "content": [{"type": "text", "text": "Are interest rates high?"}, {"type": "image_url", "image_url": {"url": "data:image/png;base64,dGVzdCBjb250ZW50"}}, {"type": "text", "text": "Sources:\n\nFinancial Market Analysis Report 2023.pdf#page=7: This section examines the correlations between stock indices, cryptocurrency prices, and commodity prices, revealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets
The image is a line graph titled \"on Financial Markets\" displaying data from 2018 to 2023. It tracks three variables: Interest Rates %, Inflation Data %, and GDP Growth %, each represented by a different colored line (blue for Interest Rates, orange for Inflation Data, and gray for GDP Growth). Interest Rates % start around 2% in 2018, dip to about 0.25% in 2021, then rise to 1.5% in 2023. Inflation Data % begin at approximately 1.9% in 2018, rise to a peak near 3.4% in 2022, and then decrease to 2.5% in 2023. GDP Growth % shows significant fluctuations, starting at 3% in 2018, plunging to almost -4% in 2020, then rebounding to around 4.5% in 2021 before gradually declining to around 2.8% in 2023.
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=8:
Macroeconomic factors such as interest rates, inflation, and GDP growth play a pivotal role in shaping financial markets. This section analyzes how these factors have influenced stock, cryptocurrency, and commodity markets over recent years, providing insights into the complex relationship between the economy and financial market performance.## Future Predictions and Trends
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)
This horizontal bar chart shows prices indexed to 100 for the years 2024 to 2028. It compares the prices of Oil, Bitcoin, and the S&P 500 across these years. In 2024, all three have an index value of 100. From 2025 to 2028, all three generally increase, with Bitcoin consistently having the highest index value, followed closely by the S&P 500 and then Oil. The chart uses grey bars for Oil, orange bars for Bitcoin, and blue bars for the S&P 500.
Based on historical data, current trends, and economic indicators, this section presents predictions for the future of financial markets.\n\nFinancial Market Analysis Report 2023.pdf#page=2: advanced data analytics to present a clear picture of the complex interplay between different financial markets and their potential trajectories## Introduction to Financial Markets
Global Financial Market Distribution (2023)
The pie chart features four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. Stocks take up the largest portion of the chart, represented in blue, accounting for 40%. Bonds are the second largest, shown in orange, making up 25%. Cryptocurrencies are depicted in gray and cover 20% of the chart. Commodities are the smallest segment, shown in yellow, comprising 15%.
The global financial market is a vast and intricate network of exchanges, instruments, and assets, ranging from traditional stocks and bonds to modern cryptocurrencies and commodities. Each segment plays a crucial role in the overall economy, and their interactions can have profound effects on global financial stability. This section provides an overview of these segments and sets the stage for a detailed analysis## Stock Market Overview

The image is a line graph titled \"5-Year Trend of the S&P 500 Index."}]}], "props": {"model": "gpt-4.1-mini", "deployment": "test-chatgpt", "token_usage": {"prompt_tokens": 23, "completion_tokens": 896, "reasoning_tokens": 0, "total_tokens": 919}}}], "followup_questions": null}, "session_state": null} diff --git a/tests/snapshots/test_app/test_chat_text/client0/result.json b/tests/snapshots/test_app/test_chat_text/client0/result.json index f721cbca14..edc13a31e0 100644 --- a/tests/snapshots/test_app/test_chat_text/client0/result.json +++ b/tests/snapshots/test_app/test_chat_text/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text/client1/result.json b/tests/snapshots/test_app/test_chat_text/client1/result.json index f28d319215..a4acac1d5b 100644 --- a/tests/snapshots/test_app/test_chat_text/client1/result.json +++ b/tests/snapshots/test_app/test_chat_text/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_agent/agent_client0/result.json b/tests/snapshots/test_app/test_chat_text_agent/agent_client0/result.json index cbd6e457c1..c38c8475ef 100644 --- a/tests/snapshots/test_app/test_chat_text_agent/agent_client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_agent/agent_client0/result.json @@ -77,7 +77,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_filter/auth_client0/result.json b/tests/snapshots/test_app/test_chat_text_filter/auth_client0/result.json index 0753bb3475..880860fc7d 100644 --- a/tests/snapshots/test_app/test_chat_text_filter/auth_client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_filter/auth_client0/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_filter_agent/agent_auth_client0/result.json b/tests/snapshots/test_app/test_chat_text_filter_agent/agent_auth_client0/result.json index 448297c32e..bb7baf210c 100644 --- a/tests/snapshots/test_app/test_chat_text_filter_agent/agent_auth_client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_filter_agent/agent_auth_client0/result.json @@ -77,7 +77,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_filter_public_documents/auth_public_documents_client0/result.json b/tests/snapshots/test_app/test_chat_text_filter_public_documents/auth_public_documents_client0/result.json index f460d9f86a..5fa8816860 100644 --- a/tests/snapshots/test_app/test_chat_text_filter_public_documents/auth_public_documents_client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_filter_public_documents/auth_public_documents_client0/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client0/result.json b/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client0/result.json index c09d631bfb..c1dc6c1b1f 100644 --- a/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client0/result.json @@ -95,7 +95,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client1/result.json b/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client1/result.json index 210b3f5750..28a95c4fea 100644 --- a/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client1/result.json +++ b/tests/snapshots/test_app/test_chat_text_reasoning/reasoning_client1/result.json @@ -95,7 +95,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semantic_ranker/client0/result.json b/tests/snapshots/test_app/test_chat_text_semantic_ranker/client0/result.json index 56d816616b..c60665716a 100644 --- a/tests/snapshots/test_app/test_chat_text_semantic_ranker/client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_semantic_ranker/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semantic_ranker/client1/result.json b/tests/snapshots/test_app/test_chat_text_semantic_ranker/client1/result.json index 173d01a271..33da594820 100644 --- a/tests/snapshots/test_app/test_chat_text_semantic_ranker/client1/result.json +++ b/tests/snapshots/test_app/test_chat_text_semantic_ranker/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semanticcaptions/client0/result.json b/tests/snapshots/test_app/test_chat_text_semanticcaptions/client0/result.json index b5e90de919..b945abdfb1 100644 --- a/tests/snapshots/test_app/test_chat_text_semanticcaptions/client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_semanticcaptions/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semanticcaptions/client1/result.json b/tests/snapshots/test_app/test_chat_text_semanticcaptions/client1/result.json index 0dc4541b31..8213a597dc 100644 --- a/tests/snapshots/test_app/test_chat_text_semanticcaptions/client1/result.json +++ b/tests/snapshots/test_app/test_chat_text_semanticcaptions/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semanticranker/client0/result.json b/tests/snapshots/test_app/test_chat_text_semanticranker/client0/result.json index 56d816616b..c60665716a 100644 --- a/tests/snapshots/test_app/test_chat_text_semanticranker/client0/result.json +++ b/tests/snapshots/test_app/test_chat_text_semanticranker/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_text_semanticranker/client1/result.json b/tests/snapshots/test_app/test_chat_text_semanticranker/client1/result.json index 173d01a271..33da594820 100644 --- a/tests/snapshots/test_app/test_chat_text_semanticranker/client1/result.json +++ b/tests/snapshots/test_app/test_chat_text_semanticranker/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vector/client0/result.json b/tests/snapshots/test_app/test_chat_vector/client0/result.json index 51a5a3309d..a0f610d196 100644 --- a/tests/snapshots/test_app/test_chat_vector/client0/result.json +++ b/tests/snapshots/test_app/test_chat_vector/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vector/client1/result.json b/tests/snapshots/test_app/test_chat_vector/client1/result.json index e163529fa8..1d3bea4c7c 100644 --- a/tests/snapshots/test_app/test_chat_vector/client1/result.json +++ b/tests/snapshots/test_app/test_chat_vector/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client0/result.json b/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client0/result.json index 7d36b67daf..6b9acb0ddb 100644 --- a/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client0/result.json +++ b/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client0/result.json @@ -93,7 +93,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client1/result.json b/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client1/result.json index ea931dec9b..38ae9d426f 100644 --- a/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client1/result.json +++ b/tests/snapshots/test_app/test_chat_vector_semantic_ranker/client1/result.json @@ -94,7 +94,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vision/client0/result.json b/tests/snapshots/test_app/test_chat_vision/client0/result.json index 9e8ab76b53..b474542f51 100644 --- a/tests/snapshots/test_app/test_chat_vision/client0/result.json +++ b/tests/snapshots/test_app/test_chat_vision/client0/result.json @@ -145,7 +145,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\n\nPossible citations for current question: [Financial Market Analysis Report 2023.pdf#page=7] [Financial Market Analysis Report 2023.pdf#page=8] [Financial Market Analysis Report 2023.pdf#page=8(figure8_1.png)] [Financial Market Analysis Report 2023.pdf#page=2]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_vision_user/auth_client0/result.json b/tests/snapshots/test_app/test_chat_vision_user/auth_client0/result.json index b294e29373..c3ee640f80 100644 --- a/tests/snapshots/test_app/test_chat_vision_user/auth_client0/result.json +++ b/tests/snapshots/test_app/test_chat_vision_user/auth_client0/result.json @@ -5,7 +5,6 @@ "westbrae_jun28.pdf#page=1", "westbrae_jun28.pdf#page=1(figure1_1.png)", "westbrae_jun28.pdf#page=1(figure1_2.png)", - "westbrae_jun28.pdf#page=1", "westbrae_jun28.pdf#page=2" ], "images": [ @@ -173,7 +172,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nEach image source has the document file name in the top left corner of the image with coordinates (10,10) pixels with format ,\nand the image figure name is right-aligned in the top right corner of the image.\nThe filename of the actual image is in the top right corner of the image and is in the format .\nEach text source starts in a new line and has the file name followed by colon and the actual information\nAlways include the source document filename for each fact you use in the response in the format: [document_name.ext#page=N].\nIf you are referencing an image, add the image filename in the format: [document_name.ext#page=N(image_name.png)].\n\nPossible citations for current question: [westbrae_jun28.pdf#page=1] [westbrae_jun28.pdf#page=1(figure1_1.png)] [westbrae_jun28.pdf#page=1(figure1_2.png)] [westbrae_jun28.pdf#page=2]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_with_history/client0/result.json b/tests/snapshots/test_app/test_chat_with_history/client0/result.json index 371bf675c1..fc0ddfe177 100644 --- a/tests/snapshots/test_app/test_chat_with_history/client0/result.json +++ b/tests/snapshots/test_app/test_chat_with_history/client0/result.json @@ -101,7 +101,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/snapshots/test_app/test_chat_with_history/client1/result.json b/tests/snapshots/test_app/test_chat_with_history/client1/result.json index 9b0a1f74ac..ac3afed90b 100644 --- a/tests/snapshots/test_app/test_chat_with_history/client1/result.json +++ b/tests/snapshots/test_app/test_chat_with_history/client1/result.json @@ -102,7 +102,7 @@ { "description": [ { - "content": "Assistant helps the company employees with their healthcare plan questions, and questions about the employee handbook. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below. If asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].", + "content": "Assistant helps the company employees with their questions about internal documents. Be brief in your answers.\nAnswer ONLY with the facts listed in the list of sources below. If there isn't enough information below, say you don't know. Do not generate answers that don't use the sources below.\nIf asking a clarifying question to the user would help, ask the question.\nIf the question is not in English, answer in the language used in the question.\nEach source has a name followed by colon and the actual information, always include the source name for each fact you use in the response. Use square brackets to reference the source, for example [info1.txt]. Don't combine sources, list each source separately, for example [info1.txt][info2.pdf].\n\nPossible citations for current question: [Benefit_Options-2.pdf]", "role": "system" }, { diff --git a/tests/test_app.py b/tests/test_app.py index f7d8470d15..9f03e60f4f 100644 --- a/tests/test_app.py +++ b/tests/test_app.py @@ -702,7 +702,9 @@ async def test_ask_prompt_template_concat(client, snapshot): ) assert response.status_code == 200 result = await response.get_json() - assert result["context"]["thoughts"][2]["description"][0]["content"].startswith("You are an intelligent assistant") + assert result["context"]["thoughts"][2]["description"][0]["content"].startswith( + "Assistant helps the company employees" + ) assert result["context"]["thoughts"][2]["description"][0]["content"].endswith("Meow like a cat.") snapshot.assert_match(json.dumps(result, indent=4), "result.json")