Merge pull request #3347 from Albertyang0/2025_03-Monthly-broken-links-fix-jboback

2025_03 - Fix monthly broken links - jboback

Author: prmerger-automator[bot]

articles/ai-services/language-service/question-answering/includes/sdk-python.md

@@ -13,12 +13,10 @@ Use this quickstart for the custom question answering client library for Python
 * Get an answer from a body of text that you send along with your question.
 * Get the confidence score for the answer to your question.
 
-[Reference documentation][questionanswering_refdocs] | [Package (PyPI)][questionanswering_pypi_package] | [Additional samples][questionanswering_samples] | [Library source code][questionanswering_client_src] 
+[Package (PyPI)][questionanswering_pypi_package] | [Additional samples][questionanswering_samples] | [Library source code][questionanswering_client_src] 
 
-[questionanswering_client_class]: https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.html#azure.ai.language.questionanswering.QuestionAnsweringClient
 [questionanswering_client_src]: https://github.com/Azure/azure-sdk-for-python/tree/main/sdk/cognitivelanguage/azure-ai-language-questionanswering/
 [questionanswering_pypi_package]: https://pypi.org/project/azure-ai-language-questionanswering/
-[questionanswering_refdocs]: https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.html
 [questionanswering_samples]: https://github.com/Azure/azure-sdk-for-python/tree/main/sdk/cognitivelanguage/azure-ai-language-questionanswering/samples/README.md
 
 ## Prerequisites
@@ -48,7 +46,7 @@ pip install azure-ai-language-questionanswering
 
 ### Generate an answer from a project
 
-The example below will allow you to query a project using [get_answers](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.html#azure.ai.language.questionanswering.QuestionAnsweringClient.get-answers) to get an answer to your question. You can copy this code into a dedicated .py file or into a cell in [Jupyter Notebook/Lab](https://jupyter.org/).
+The example below will allow you to query a project using get_answers to get an answer to your question. You can copy this code into a dedicated .py file or into a cell in [Jupyter Notebook/Lab](https://jupyter.org/).
 
 You need to update the code below and provide your own values for the following variables.
 
@@ -137,7 +135,7 @@ Confidence Score: 0.0
 
 ## Query text without a project
 
-You can also use custom question answering without a project with [get_answers_from_text](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.html#azure.ai.language.questionanswering.QuestionAnsweringClient.get-answers-from-text). In this case, you provide custom question answering with both a question and the associated text records you would like to search for an answer at the time the request is sent.
+You can also use custom question answering without a project with get_answers_from_text. In this case, you provide custom question answering with both a question and the associated text records you would like to search for an answer at the time the request is sent.
 
 For this example, you only need to modify the variables for `endpoint` and `credential`.
 
@@ -184,5 +182,5 @@ A: Power and charging. It takes two to four hours to charge the Surface Pro 4 ba
 Confidence Score: 0.9254655838012695
 ```
 
-In this case, we iterate through all responses and only return the response with the highest confidence score that is greater than 0.9. To understand more about the options available with [get_answers_from_text](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.html#azure.ai.language.questionanswering.QuestionAnsweringClient.get-answers-from-text), review the [AnswersFromTextOptions parameters](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.models.html#azure.ai.language.questionanswering.models.AnswersFromTextOptions).
+In this case, we iterate through all responses and only return the response with the highest confidence score that is greater than 0.9. To understand more about the options available with get_answers_from_text, review the [AnswersFromTextOptions parameters](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-language-questionanswering/1.0.0/azure.ai.language.questionanswering.models.html#azure.ai.language.questionanswering.models.AnswersFromTextOptions).