Lite-Whisper
Collection
https://github.com/efeslab/LiteASR • 7 items • Updated • 2
Model Card for Lite-Whisper large-v3-fast
Lite-Whisper is a compressed version of OpenAI Whisper with LiteASR. See our GitHub repository and paper for details. The paper is also available on Hugging Face: Link to Hugging Face Paper Page
Benchmark Results
Following is the average word error rate (WER) evaluated on the ESB datasets:\
| Model | Average WER (↓) | Encoder Size | Decoder Size |
|---|---|---|---|
| whisper-large-v3 | 10.1 | 635M | 907M |
| lite-whisper-large-v3-acc | 10.1 | 429M | 907M |
| lite-whisper-large-v3 | 10.2 | 377M | 907M |
| lite-whisper-large-v3-fast | 11.3 | 308M | 907M |
| whisper-large-v3-turbo | 10.1 | 635M | 172M |
| lite-whisper-large-v3-turbo-acc | 10.2 | 421M | 172M |
| lite-whisper-large-v3-turbo | 12.6 | 374M | 172M |
| lite-whisper-large-v3-turbo-fast | 20.1 | 313M | 172M |
| whisper-medium | 14.8 | 306M | 457M |
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Evaluation results
- Mean Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard
8.16 - Rtfx on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 120.76
- Ami Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 19.87
- Earnings22 Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 12.48
- Gigaspeech Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 10.66
- Librispeech Clean Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 2.25
- Librispeech Other Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 5.19
- Spgispeech Wer on hf-audio/open-asr-leaderboard View evaluation results source leaderboard 3.15