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  Pretrained pipelines reach state-of-the-art performance on most academic benchmarks and are used [in production by dozens of companies](https://www.pyannote.ai).
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- | Benchmark | [v2.1](https://hf.co/pyannote/speaker-diarization-2.1) | [v3.1](https://hf.co/pyannote/speaker-diarization-3.1) | [pyannoteAI (03-2024)](https://www.pyannote.ai) |
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  | ---------------------- | ------ | ------ | --------- |
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  | [AISHELL-4](https://arxiv.org/abs/2104.03603) | 14.1 | 12.2 | 11.2 |
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  | [AliMeeting](https://www.openslr.org/119/) (channel 1) | 27.4 | 24.4 | 19.3 |
 
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  Pretrained pipelines reach state-of-the-art performance on most academic benchmarks and are used [in production by dozens of companies](https://www.pyannote.ai).
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+ | Benchmark | [v2.1](https://hf.co/pyannote/speaker-diarization-2.1) | [v3.1](https://hf.co/pyannote/speaker-diarization-3.1) | [pyannoteAI](https://www.pyannote.ai) |
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  | ---------------------- | ------ | ------ | --------- |
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  | [AISHELL-4](https://arxiv.org/abs/2104.03603) | 14.1 | 12.2 | 11.2 |
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  | [AliMeeting](https://www.openslr.org/119/) (channel 1) | 27.4 | 24.4 | 19.3 |