Sam Witteveen · 2026-09-23 · notable
Sam Witteveen — 'Nemotron 3 Diarization - Who Said That?'
In short
Sam Witteveen's 23 September 2026 video covers NVIDIA Nemotron 3 Diarization, released the same day: a 100M-parameter open model that labels who is speaking, for up to eight speakers, live or on recordings.
Sam Witteveen · 2026-09-23 · 2 sources checked

Sam Witteveen looks at NVIDIA's new open model for answering 'who said that?' in a conversation.
What is it?
'Nemotron 3 Diarization - Who Said That?' went up on Sam Witteveen's channel on 23 September 2026, the day NVIDIA released the model. Nemotron 3 Diarization is a 100M-parameter open-weight model that splits audio by speaker, for up to eight people, in streaming or offline mode.
How does it work?
NVIDIA's model follows the Sortformer approach: it numbers speakers in the order they first talk, so labels stay stable from one audio chunk to the next. A 31-layer Transformer encoder reads 16 kHz audio, and latency can be set from 30.4 seconds down to 0.32 seconds. NVIDIA reports a 14.72% error rate, #1 on VoiceArena's Diarization-Bench.
Why does it matter?
Speaker labels are the missing piece in most meeting notes and call transcripts. The model adds them next to an existing speech-to-text system rather than replacing it, and NVIDIA says it cuts diarization error by about 40% versus its earlier four-speaker Streaming Sortformer.
Who is it for?
engineers building transcription and meeting tools
