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doc: update README.md to reference pyannoteAI
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@hbredin
hbredin authored May 10, 2024
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Using `pyannote.audio` open-source toolkit in production?
Make the most of it thanks to our [consulting services](https://herve.niderb.fr/consulting.html).
Using `pyannote.audio` open-source toolkit in production?
Consider switching to [pyannoteAI](https://www.pyannote.ai) for better and faster options.

# `pyannote.audio` speaker diarization toolkit

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Out of the box, `pyannote.audio` speaker diarization [pipeline](https://hf.co/pyannote/speaker-diarization-3.1) v3.1 is expected to be much better (and faster) than v2.x.
Those numbers are diarization error rates (in %):

| Benchmark | [v2.1](https://hf.co/pyannote/speaker-diarization-2.1) | [v3.1](https://hf.co/pyannote/speaker-diarization-3.1) | [Premium](https://forms.office.com/e/GdqwVgkZ5C) |
| 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) |
| --------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------ | ------------------------------------------------------ | ------------------------------------------------ |
| [AISHELL-4](https://arxiv.org/abs/2104.03603) | 14.1 | 12.2 | 11.9 |
| [AliMeeting](https://www.openslr.org/119/) (channel 1) | 27.4 | 24.4 | 22.5 |
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