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articles/cognitive-services/LUIS/luis-migration-api-v3.md

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The V3 API provides the following new features:
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* [External entities](schema-change-prediction-runtime.md.md#external-entities-passed-in-at-prediction-time)
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* [Dynamic lists](schema-change-prediction-runtime.md.md#dynamic-lists-passed-in-at-prediction-time)
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* [External entities](schema-change-prediction-runtime.md#external-entities-passed-in-at-prediction-time)
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* [Dynamic lists](schema-change-prediction-runtime.md#dynamic-lists-passed-in-at-prediction-time)
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* [Prebuilt entity JSON changes](#prebuilt-entity-changes)
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The prediction endpoint [request](#request-changes) and [response](#response-changes) have significant changes to support the new features listed above, including the following:

articles/cognitive-services/LUIS/schema-change-prediction-runtime.md

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# Change app schema at prediction runtime with external entities
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<a name="external-entities-passed-in-at-prediction-time"></a>
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## External entities
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External entities give your LUIS app the ability to identify and label entities during runtime, which can be used as features to existing entities. This allows you to use your own separate and custom entity extractors before sending queries to your prediction endpoint. Because this is done at the query prediction endpoint, you don't need to retrain and publish your model.
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The client-application is providing its own entity extractor by managing entity matching and determining the location within the utterance of that matched entity and then sending that information with the request.

articles/cognitive-services/LUIS/troubleshooting.md

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* [Preview of V3 API migration guide](luis-migration-api-v3.md)
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* [Improved analytics dashboard](luis-how-to-use-dashboard.md)
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* [Improved prebuilt domains](luis-reference-prebuilt-domains.md)
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* [Dynamic list entities](luis-migration-api-v3.md#dynamic-lists-passed-in-at-prediction-time)
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* [Dynamic list entities](schema-change-prediction-runtime.md#dynamic-lists-passed-in-at-prediction-time)
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* [External entities](luis-migration-api-v3.md#external-entities-passed-in-at-prediction-time)
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Videos:

articles/cognitive-services/LUIS/whats-new.md

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* [Preview of V3 API migration guide](luis-migration-api-v3.md)
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* [Improved analytics dashboard](luis-how-to-use-dashboard.md)
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* [Improved prebuilt domains](luis-reference-prebuilt-domains.md)
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* [Dynamic list entities](luis-migration-api-v3.md#dynamic-lists-passed-in-at-prediction-time)
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* [Dynamic list entities](schema-change-prediction-runtime.md#dynamic-lists-passed-in-at-prediction-time)
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* [External entities](luis-migration-api-v3.md#external-entities-passed-in-at-prediction-time)
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