Automatic Speech Recognition on Common Voice
7.76WERCrisperWhisper
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CrisperWhisper2026.04 | 7.76 | — | — | |
| Mixed Training + Length Aug + Reduced TFLength Augmentation=true, Reduced Teacher Forcing=true2026.04 | 8.89 | — | — | |
| ASR-only Baseline2026.04 | 8.95 | — | — | |
| Mixed Training + Length AugLength Augmentation=true2026.04 | 8.97 | — | — | |
| Mixed Training + Length Aug + Timestamp RegLength Augmentation=true, Timestamp Regularization=true2026.04 | 9.4 | — | — | |
| Mixed Training2026.04 | 10.51 | — | — | |
| Qwen-Audio2026.04 | 10.7 | — | — | |
| E-BATSBP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.06 | 30.6 | — | — | |
| SGEMBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 31.2 | — | — | |
| CEABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 31.5 | — | — | |
| SUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 31.5 | — | — | |
| DSUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 36.1 | — | — | |
| SourceBackbone=Wav2Vec2ForCTC-Base2025.06 | 36.8 | — | — | |
| TENTBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 36.8 | — | — | |
| CoTTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 36.9 | — | — | |
| AWMCBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 37.9 | — | — | |
| SARBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 38.2 | — | — | |
| FOABP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.06 | 38.2 | — | — | |
| T3ABP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.06 | 38.8 | — | — | |
| LAMEBP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.06 | 38.8 | — | — | |
| EATABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 61.3 | — | — | |
| CSUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06 | 135 | — | — | |
| CED+PEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04 | — | 23 | 5.8 | |
| CED+PEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04 | — | 9 | 5.6 | |
| CED+PEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04 | — | 7 | 5.5 | |
| Ctx, no phonetic hintInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04 | — | 23 | 5.7 | |
| Ctx, no phonetic hintInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04 | — | 9.2 | 5.5 | |
| Non-ctxInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04 | — | 22.6 | 5.5 | |
| Phon.vow+CEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04 | — | 23.2 | 5.8 | |
| Phon.vowel+CEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04 | — | 9.3 | 5.5 | |
| Phon.vowel+CEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04 | — | 8.1 | 5.5 | |
| Syl+CEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04 | — | 23 | 5.8 | |
| Syl+CEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04 | — | 8.9 | 5.5 | |
| Syl+CEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04 | — | 7.6 | 5.6 |