Speaker Diarization for Returning Voices in Long Meetings

MOSS-Transcribe-Diarize 0.9B is a strong open-source candidate when a long meeting needs words, timestamps, and speaker labels together. The published AISHELL-4 comparison reports 15.83% cpCER for 0.9B, 24.99% for VibeVoice ASR, and 27.43% for Gemini 3 Pro. The separate MOSS-Transcribe-Diarize Pro row reports 14.02%. OpenMOSS evaluation

Mark early turns, then Find later returns, then Check label continuity
Proposed evaluation workflow.

Test a speaker who returns after a long gap

The public AISHELL-4 result uses meeting audio. We would extend that case into a continuity audit with a participant who speaks early, stays silent for several agenda items, and then returns. Map anonymous labels once for the entire file. Remapping each excerpt independently could hide a label split. Technical report

Observation Review decision
Same person receives a new label Count a split
Two people share a label Count a merge
Correct label with incorrect words Log a recognition error
Two voices speak simultaneously Apply the overlap policy

The official dialogue examples show time ranges and anonymous speaker tags. Use the recording to establish identity and inspect turns around the gap. cpCER evaluates speaker-grouped text after label matching. A timeline-only application should score activity boundaries separately. Official demos ยท Checkpoint

The release also reports first place in Task 1 of the second MLC-SLM Challenge at INTERSPEECH 2026. Keep the competition claim tied to its task. See the challenge report and the overlap review.

English SEO keywords

returning speakers, speaker label continuity, AISHELL-4 cpCER.

Frequently asked questions

Which version scored 15.83%?

The published AISHELL-4 figure is for MOSS-Transcribe-Diarize 0.9B.

Can cpCER verify continuity over a particular gap?

Review the relevant turns directly and record split and merge errors.

Does a speaker tag identify a person?

Map anonymous labels to participants using verified recording context.