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Diarization

NVIDIA logoNemotron 3 Diarization

An open-weight speaker diarization model that identifies who spoke when in real time, with accurate, low-latency tracking—even during overlapping speech.

Model details

NVIDIA Nemotron 3 Diarization answers "who spoke when" in real-world audio: up to eight speakers, labels ordered by first arrival, and a single checkpoint that runs at any of several algorithmic latencies, from an 0.32-second buffer for live agents to a 30-second buffer for recordings. It is the successor to Streaming Sortformer v2.1 and is released under the OpenMDW 1.1 license for commercial use.

Nemotron Diarization offers state of art performance across three latency profiles.Nemotron 3 Diarization offers exceptional accuracy at three, request-configurable latency profiles.

On Baseten, Nemotron 3 Diarization is available as three presets, each tuned for a different way of consuming it. Every preset runs on one NVIDIA RTX PRO 6000 and is served with a CUDA-graph engine that we built around NVIDIA's NeMo streaming loop.

  • Batch Diarization: an HTTP endpoint for recorded audio. Send a file URL or base64 audio, and pick a latency profile per request, get back speaker turns. One RTX-PRO-6000 can process 200 six-minute files per minute.

  • Streaming Diarization: a low-latency WebSocket endpoint for live audio, carrying speaker identity throughout the conversation without re-clustering. A GPU can sustain 500+ concurrent streams at the 1.04-second algorithmic latency profile, and 200 at 0.32 algorithmic latency.

  • Streaming Diarized Transcription: Nemotron 3 Diarization paired with NVIDIA's multitalker Parakeet 0.6B ASR (more alternative ASR options are in progress!). Send live audio, receive speaker-tagged words with timings, per-speaker partials, and overlap flags. Speaker labels are final on arrival and committed words are never revised. One GPU holds 190 hour-long streams.

Please check out our documentation, which covers all three presets.


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