fixes for review

Author: jboback

articles/ai-services/language-service/includes/use-ai-foundry.md

@@ -46,4 +46,4 @@ After your operation is completed, each entity is underlined in the center pane
 |------|----------------------------|
 |Extracted key phrases|A list of the extracted key phrases.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/key-phrase-extraction.png" alt-text="An example of Extract key phrases in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/key-phrase-extraction.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/key-phrase-extraction.png" alt-text=A screenshot of an example of Extract key phrases in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/key-phrase-extraction.png":::

articles/ai-services/language-service/key-phrase-extraction/includes/quickstarts/azure-ai-foundry.md

@@ -50,4 +50,4 @@ After your operation is completed, the **Details** section contains the followin
 |Script Name| The name of the most detected script in the text.
 |Iso 15924 Script Code| The ISO 15924 script code for the most detected script.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/language-detection.png" alt-text="An example of detect language in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/language-detection.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/language-detection.png" alt-text="A screenshot of an example of detect language in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/language-detection.png":::

articles/ai-services/language-service/language-detection/includes/quickstarts/azure-ai-foundry.md

@@ -115,7 +115,7 @@ In order to provide users with more insight into an entity's types and provide i
 |Name of the attribute|Type        |Definition                               |
 |---------------------|------------|-----------------------------------------|
 |`type`               |String      |The most specific type of detected entity.<br><br>For example, “Seattle” is a `City`, a `GPE` (Geo Political Entity) and a `Location`. The most granular classification for “Seattle” is that it is a `City`. The type would be `City` for the text “Seattle".|
-|`tags`               |List (tags) |A list of tag objects which expresses the affinity of the detected entity to a hierarchy or any other grouping.<br><br>A tag contains two fields:<br>1. `name`: A unique name for the tag.<br>2. `confidenceScore`: The associated confidence score for a tag ranging from 0 to 1.<br><br>This unique tagName is be used to filter in the `inclusionList` and `exclusionList` parameters.
+|`tags`               |List (tags) |A list of tag objects which expresses the affinity of the detected entity to a hierarchy or any other grouping.<br><br>A tag contains two fields:<br>1. `name`: A unique name for the tag.<br>2. `confidenceScore`: The associated confidence score for a tag ranging from 0 to 1.<br><br>This unique tagName is used to filter in the `inclusionList` and `exclusionList` parameters.
 |`metadata`           |Object      |Metadata is an object containing more data about the entity type detected. It changes based on the field `metadataKind`.
 
 ## Sample output

articles/ai-services/language-service/named-entity-recognition/how-to-call.md

@@ -53,4 +53,4 @@ After your operation is completed, the type of entity is displayed beneath each
 |Length| The character length of the entity.|
 |Confidence| How confident the model is in the correctness of identification of entity's type.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/named-entity-recognition.png" alt-text="An example of extract named entities in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/named-entity-recognition.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/named-entity-recognition.png" alt-text="A screenshot of an example of extract named entities in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/named-entity-recognition.png":::

articles/ai-services/language-service/named-entity-recognition/includes/quickstarts/azure-ai-foundry.md

@@ -33,7 +33,7 @@ Named Entity Recognition (NER) is one of the features offered by [Azure AI Langu
 
 ## Responsible AI 
 
-An AI system includes not only the technology, but also the people who use it, the people who are be affected by it, and the environment in which it's deployed. Read the [transparency note for NER](/legal/cognitive-services/language-service/transparency-note-named-entity-recognition?context=/azure/ai-services/language-service/context/context) to learn about responsible AI use and deployment in your systems. You can also see the following articles for more information:
+An AI system includes not only the technology, but also the people who use it, the people who are affected by it, and the environment in which it's deployed. Read the [transparency note for NER](/legal/cognitive-services/language-service/transparency-note-named-entity-recognition?context=/azure/ai-services/language-service/context/context) to learn about responsible AI use and deployment in your systems. You can also see the following articles for more information:
 
 [!INCLUDE [Responsible AI links](../includes/overview-responsible-ai-links.md)]
 

articles/ai-services/language-service/named-entity-recognition/overview.md

@@ -29,7 +29,7 @@ The **Language Playground** consists of four sections:
 
 Here you can select from two Personally Identifying Information (PII) detection capabilities by choosing the top banner tiles, **Extract PII from conversation** or **Extract PII from text**. Each is for a different scenario.
 
-### Extract PII from coversation
+### Extract PII from conversation
 
 **Extract PII from conversation** is designed to identify and mask personally identifying information in conversational text.
 
@@ -54,7 +54,7 @@ After your operation is completed, the type of entity is displayed beneath each
 |Length| The character length of the entity.|
 |Confidence| How confident the model is in the correctness of identification of entity's type.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/conversation-pii.png" alt-text="an example of extract PII from conversation in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/conversation-pii.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/conversation-pii.png" alt-text="A screenshot of an example of extract PII from conversation in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/conversation-pii.png":::
 
 ### Extract PII from text
 
@@ -82,5 +82,5 @@ After your operation is completed, the type of entity is displayed beneath each
 |Confidence| How confident the model is in the correctness of identification of entity's type.|
 |Tags| How confident the model is in the correctness for each identified entity type.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/text-pii.png" alt-text="an example of extract PII from text in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/text-pii.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/text-pii.png" alt-text="A screenshot of an example of extract PII from text in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/text-pii.png":::
 

articles/ai-services/language-service/personally-identifiable-information/includes/quickstarts/azure-ai-foundry.md

@@ -41,7 +41,7 @@ In **Configuration** there are the following options:
 |Select text language| Select the language of the input text. |
 |Enable opinion mining| Enables or disables the opinion mining skill.|
 
-After your operation is completed, in the center pane, the each sentence will be numbered and opinions will be labelled if **Enable opinion mining** was checked and the **Details** section contains the following fields for the overall sentiment and the sentiment of each sentence:
+After your operation is completed, in the center pane, each sentence will be numbered and opinions will be labeled if **Enable opinion mining** was checked and the **Details** section contains the following fields for the overall sentiment and the sentiment of each sentence:
 
 |Field | Description                |
 |------|----------------------------|

articles/ai-services/language-service/sentiment-opinion-mining/includes/quickstarts/azure-ai-foundry.md

@@ -25,11 +25,11 @@ ms.custom:
 
 - Issue and resolution (call center focused) is designed to summarize text chat logs between customers and customer-service agents. This feature is capable of providing both issues and resolutions present in these logs, which occur between two parties.
 
-- Narrative is designed to summarize the narrative of a conversation.
+- **Narrative** is designed to summarize the narrative of a conversation.
 
-- Recap is designed to condense lengthy meetings or conversations into a concise one-paragraph summary to provide a quick overview.
+- **Recap** is designed to condense lengthy meetings or conversations into a concise one-paragraph summary to provide a quick overview.
 
-- Follow-up tasks is designed to summarize action items and tasks that arise during a meeting.
+- **Follow-up tasks** is designed to summarize action items and tasks that arise during a meeting.
 
 :::image type="content" source="../media/conversation-summary-diagram.svg" alt-text="A diagram for sending data to the conversation summarization issues and resolution feature.":::
 

articles/ai-services/language-service/summarization/how-to/conversation-summarization.md

@@ -49,7 +49,7 @@ After your operation is completed, the **Details** section contains the followin
 |Chapter Title|  A list of titles for semantically segmented chapters with corresponding timestamps. The **Chapter title** Summarization aspect must be toggled on for this to appear.|
 |Narrative|  A list of narrative summaries for semantically segmented chapters with corresponding timestamps. The **Narrative** Summarization aspect must be toggled on for this to appear.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/conversation-summarization.png" alt-text="An example of summarize conversation in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/conversation-summarization.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/conversation-summarization.png" alt-text="A screenshot of an example of summarize conversation in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/conversation-summarization.png":::
 
 ### Use Summarize for call center
 
@@ -72,7 +72,7 @@ After your operation is completed, the **Details** section contains the followin
 |Issue|  A summary of the customer issue in the customer-and-agent conversation. The **Issue** Summarization aspect must be toggled on for this to appear.|
 |Resolution|  A summary of the solutions tried in the customer-and-agent conversation. The **Resolution** Summarization aspect must be toggled on for this to appear.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/call-center-summarization.png" alt-text="An example of summarize for call center in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/call-center-summarization.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/call-center-summarization.png" alt-text="A screenshot of an example of summarize for call center in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/call-center-summarization.png":::
 
 ### Use Summarize text
 
@@ -86,7 +86,7 @@ In **Configuration** there are the following options:
 |Number of sentences| The number of sentences that Extractive summarization will extract.|
 |Abstractive summarization| the service will generate a summary with novel sentences.|
 |Summary length| The length of the summary generated by Abstractive summarization.|
-|Define keywords for summary focus (preview)| Helps focus summariation on a particular set of keywords.|
+|Define keywords for summary focus (preview)| Helps focus summarization on a particular set of keywords.|
 
 After your operation is completed, the **Details** section contains the following fields for the selected methods of summarization:
 
@@ -95,4 +95,4 @@ After your operation is completed, the **Details** section contains the followin
 |Extractive summary| Extracted sentences from the input text, ranked by detected relevance and prioritized for words in the **Defined keywords for summary focus** field, if any. Sentences are sorted by rank score of detected relevance (default) or order of appearance in the input text.|
 |Abstractive summary| A summary of the input text of the length chosen in the **Summary length** field and prioritized for words in the **Defined keywords for summary focus** field, if any.|
 
-:::image type="content" source="../../media/quickstarts/azure-ai-foundry/text-summarization.png" alt-text="An example of summarize text in azure AI studio" lightbox="../../media/quickstarts/azure-ai-foundry/text-summarization.png":::
+:::image type="content" source="../../media/quickstarts/azure-ai-foundry/text-summarization.png" alt-text="A screenshot of an example of summarize text in azure AI studio." lightbox="../../media/quickstarts/azure-ai-foundry/text-summarization.png":::