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Does Azure's batch transcription support speaker diarization for more than 2 speakers?

I checked their Rest API documentation and didn't find anything relevant.

Are there other ways to do this using Azure cognitive services?

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Yes, you can use one of the Azure Cognitive services which is Conversation transcription. https://learn.microsoft.com/en-us/azure/cognitive-services/speech-service/conversation-transcription