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@@ -65,8 +65,7 @@ for turn, _, speaker in diarization.itertracks(yield_label=True):
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  ## Benchmark
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-
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- Out of the box, ![pyannote.audio logo](https://avatars.githubusercontent.com/u/7559051){width=20} `pyannote.audio` speaker diarization pipeline v4.0 is expected to be much better than v3.1.
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  We report [diarization error rates](http://pyannote.github.io/pyannote-metrics/reference.html#diarization) (in %) on large collection of academic benchmarks (fully automatic processing, no forgiveness collar, nor skipping overlapping speech).
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@@ -92,7 +91,7 @@ We also report processing speed on a NVIDIA H100 80GB HBM3:
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  | [AMI](https://groups.inf.ed.ac.uk/ami/corpus/) (IHM), ~1h files | 31s per hour of audio | 14s per hour of audio | 2.2x faster
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  | [DIHARD 3](https://catalog.ldc.upenn.edu/LDC2022S14) ([full](https://arxiv.org/abs/2012.01477)), ~5min files | 37s per hour of audio | 14s per hour of audio | 2.6x faster
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- <img src="https://avatars.githubusercontent.com/u/162698670" width="20" style="vertical-align: text-bottom; display:inline;" /> `pyannoteAI` premium models are even better (and also 2x faster). <img src="https://avatars.githubusercontent.com/u/162698670" width="20" style="vertical-align:text-bottom;" /> `labs` model is currently in private beta.
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  1. Create pyannoteAI API key at [`dashboard.pyannote.ai`](https://dashboard.pyannote.ai)
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  2. Enjoy 150 hours of free credits by changing one single line of code!
 
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  ## Benchmark
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+ Out of the box, `pyannote.audio` speaker diarization pipeline v4.0 is expected to be much better than v3.1.
 
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  We report [diarization error rates](http://pyannote.github.io/pyannote-metrics/reference.html#diarization) (in %) on large collection of academic benchmarks (fully automatic processing, no forgiveness collar, nor skipping overlapping speech).
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  | [AMI](https://groups.inf.ed.ac.uk/ami/corpus/) (IHM), ~1h files | 31s per hour of audio | 14s per hour of audio | 2.2x faster
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  | [DIHARD 3](https://catalog.ldc.upenn.edu/LDC2022S14) ([full](https://arxiv.org/abs/2012.01477)), ~5min files | 37s per hour of audio | 14s per hour of audio | 2.6x faster
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+ `pyannoteAI` premium models are even better (and also 2x faster). `labs` model is currently in private beta.
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  1. Create pyannoteAI API key at [`dashboard.pyannote.ai`](https://dashboard.pyannote.ai)
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  2. Enjoy 150 hours of free credits by changing one single line of code!