july what's new

Author: laujan

articles/ai-services/language-service/toc.yml

@@ -3,6 +3,7 @@ items:
   href: index.yml
 - name: Overview
   expanded: true
+  displayName: introduction, getting started, what is azure ai language
   items:
   - name: What is Azure AI Language?
     href: overview.md
@@ -25,16 +26,16 @@ items:
   items:
   - name: Custom text classification
     items:
-    - name: Custom text classification overview
+    - name: Overview
       href: custom-text-classification/overview.md
-      displayName: ctc
-    - name: Custom text classification quickstart
+      displayName: ctc, custom text classification, custom classification, text classifier
+    - name: Quickstart
       href: custom-text-classification/quickstart.md
       displayName: ctc setup
-    - name: Custom text classification language support
+    - name: Language support
       href: custom-text-classification/language-support.md
       displayName: ctc languages, multilingual
-    - name: Custom text classification FAQ
+    - name: FAQ
       href: custom-text-classification/faq.md
       displayName: ctc faq, troubleshooting
     - name: Responsible use of AI
@@ -112,16 +113,16 @@ items:
         displayName: quotas, restrictions, service boundaries
   - name: Conversational language understanding
     items:
-    - name: Conversational language understanding overview
+    - name: Overview
       href: conversational-language-understanding/overview.md
-      displayName: clu, conversational ai, intent recognition, entity extraction
-    - name: Conversational language understanding quickstart
+      displayName: clu, conversational language understanding, intent recognition, entity extraction
+    - name: Quickstart
       href: conversational-language-understanding/quickstart.md
       displayName: getting started, tutorial, conversational ai setup
-    - name: Conversational language understanding language support
+    - name: Language support
       href: conversational-language-understanding/language-support.md
       displayName: clu languages, supported languages, multilingual, international support
-    - name: Conversational language understanding FAQ
+    - name: FAQ
       href: conversational-language-understanding/faq.md
       displayName: frequently asked questions, troubleshooting, common issues
     - name: Responsible use of AI
@@ -216,12 +217,12 @@ items:
         href: conversational-language-understanding/glossary.md
   - name: Entity linking
     items:
-    - name: Entity linking overview
+    - name: Overview
       href: entity-linking/overview.md
-      displayName: knowledge base linking, disambiguation
-    - name: Entity linking quickstart
+      displayName: entity linking,knowledge base linking, disambiguation
+    - name: Quickstart
       href: entity-linking/quickstart.md
-    - name: Entity linking language support
+    - name: Language support
       href: entity-linking/language-support.md
     - name: Responsible use of AI
       items:
@@ -238,12 +239,12 @@ items:
           displayName: entity linking, entity recognition
   - name: Language detection
     items:
-    - name: Language detection overview
+    - name: Overview
       href: language-detection/overview.md
-      displayName: language identification, automatic detection
-    - name: Language detection quickstart
+      displayName: language detection, language identification, automatic detection
+    - name: Quickstart
       href: language-detection/quickstart.md
-    - name: Language detection language support
+    - name: Language support
       href: language-detection/language-support.md
     - name: Responsible use of AI
       items:
@@ -274,12 +275,12 @@ items:
           href: ../cognitive-services-container-support.md
   - name: Key phrase extraction
     items:
-    - name: Key phrase extraction overview
+    - name: Overview
       href: key-phrase-extraction/overview.md
-      displayName: keyword extraction, key terms
-    - name: Key phrase extraction quickstart
+      displayName: key phrase extraction,keyword extraction, key terms
+    - name: Quickstart
       href: key-phrase-extraction/quickstart.md
-    - name: Key phrase extraction language support
+    - name: Language support
       href: key-phrase-extraction/language-support.md
     - name: Responsible use of AI
       items:
@@ -315,12 +316,12 @@ items:
         displayName: business intelligence, data visualization
   - name: Named Entity Recognition (NER)
     items:
-    - name: NER overview
+    - name: Overview
       href: named-entity-recognition/overview.md
-      displayName: ner introduction, entity extraction
-    - name: NER quickstart
+      displayName: named entity recognition, introduction, entity extraction
+    - name: Quickstart
       href: named-entity-recognition/quickstart.md
-    - name: NER language support
+    - name: Language support
       href: named-entity-recognition/language-support.md
     - name: Responsible use of AI
       items:
@@ -420,13 +421,14 @@ items:
             href: concepts/custom-features/project-versioning.md
   - name: Orchestration workflow
     items:
-    - name: Orchestration workflow overview
+    - name: Overview
       href: orchestration-workflow/overview.md
-    - name: Orchestration workflow quickstart
+      displayName: workflow orchestration, orchestration introduction, orchestration overview
+    - name: Quickstart
       href: orchestration-workflow/quickstart.md
-    - name: Orchestration workflow FAQ
+    - name: FAQ
       href: orchestration-workflow/faq.md
-    - name: Orchestration workflow language support
+    - name: Language support
       href: orchestration-workflow/language-support.md
     - name: How-to guides
       items:
@@ -475,12 +477,12 @@ items:
         href: orchestration-workflow/glossary.md
   - name: Personally Identifiable Information (PII) detection
     items:
-    - name: PII overview
+    - name: Overview
       href: personally-identifiable-information/overview.md
-      displayName: native document
-    - name: PII quickstart
+      displayName: personally identifiable information, document
+    - name: Quickstart
       href: personally-identifiable-information/quickstart.md
-    - name: PII language support
+    - name: Language support
       href: personally-identifiable-information/language-support.md
     - name: Responsible use of AI
       items:
@@ -523,12 +525,12 @@ items:
         href: personally-identifiable-information/concepts/conversations-entity-categories.md
   - name: Custom question answering
     items:
-    - name: Custom question answering overview
+    - name: Overview
       href: question-answering/overview.md
-      displayName: qna, faq, knowledge base
-    - name: Custom question answering quickstart
+      displayName: custom question answering, faq, knowledge base
+    - name: Quickstart
       href: question-answering/quickstart/sdk.md
-    - name: Custom question answering language support
+    - name: Language support
       href: question-answering/language-support.md
     - name: Responsible use of AI
       items:
@@ -629,11 +631,12 @@ items:
           href: question-answering/reference/document-format-guidelines.md
   - name: Sentiment analysis and opinion mining
     items:
-      - name: Sentiment analysis and opinion mining overview
+      - name: Overview
         href: sentiment-opinion-mining/overview.md
-      - name: Sentiment analysis and opinion mining quickstart
+        displayName: sentiment analysis introduction, opinion mining overview, sentiment detection
+      - name: Quickstart
         href: sentiment-opinion-mining/quickstart.md
-      - name: Sentiment analysis and opinion mining language support
+      - name: language-detection/how-to/use-containers.mdanguage support
         href: sentiment-opinion-mining/language-support.md
       - name: Responsible use of AI
         items:
@@ -668,12 +671,12 @@ items:
           href: /training/modules/python-flask-build-ai-web-app/
   - name: Text Analytics for health
     items:
-    - name: Text Analytics for health overview
+    - name: Overview
       href: text-analytics-for-health/overview.md
-      displayName: healthcare nlp, medical text analysis, clinical text, health entities
-    - name: Text Analytics for health quickstart
+      displayName: text analytics for health, healthcare nlp, medical text analysis, clinical text, health entities
+    - name: Quickstart
       href: text-analytics-for-health/quickstart.md
-    - name: Text Analytics for health language support
+    - name: Language support
       href: text-analytics-for-health/language-support.md
     - name: Responsible use of AI
       items:
@@ -712,12 +715,12 @@ items:
         href: text-analytics-for-health/concepts/fhir.md
   - name: Summarization
     items:
-    - name: Summarization overview
+    - name: Overview
       href: summarization/overview.md
-      displayName: native document
-    - name: Summarization quickstart
+      displayName: summarization,native document
+    - name: Quickstart
       href: summarization/quickstart.md
-    - name: Summarization language support
+    - name: Language support
       href: summarization/language-support.md
     - name: How-to guides
       items:

articles/ai-services/language-service/whats-new.md

@@ -14,6 +14,14 @@ ms.author: lajanuar
 
 Azure AI Language is updated on an ongoing basis. Bookmark this page to stay up to date with release notes, feature enhancements, and our newest documentation.
 
+## July 2025
+
+**.NET SDK** support for text and conversation authoring API. The following .NET SDKs are now available for the authoring APIs with the latest REST API version `2025-15-05-preview` (default) in addition to `2023-04-01`, `2023-04-15-preview`, and `2024-11-15-preview`.
+
+  * [**Azure.AI.Language.Text.Authoring `1.0.0-beta.2`**](https://www.nuget.org/packages/Azure.AI.Language.Text.Authoring/1.0.0-beta.2) now supports the project import with raw JSON string for custom NER and custom text classification.
+
+  * [**Azure.AI.Language.Conversation.Authoring `1.0.0-beta.2`**](https://www.nuget.org/packages/Azure.AI.Language.Conversations.Authoring/1.0.0-beta.2) provides new authoring features in 2025-15-05-preview API, including LLM-based CLU intent authoring and quick-deploy option, multi-turn CLU model training with auto-generated synthetic data, etc.
+
 ## June 2025
 
 **New version of the Conversational Language Understanding (CLU) training configuration**. This new version is aimed at minimizing overpredictions of the [None intent](conversational-language-understanding/concepts/none-intent.md)—particularly in multilingual contexts—is now available via the REST API using **trainingConfigVersion 2025-07-01-preview**. For more information, *see* [Train your model: request body data](conversational-language-understanding/how-to/train-model.md?tabs=rest-api#request-body).