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Automatic Speech Recognition on Common Voice

7.76WERCrisperWhisper
2.670437.025271.38105.7348Jun 8, 2025Jul 29, 2025Sep 19, 2025Nov 10, 2025Dec 31, 2025Feb 21, 2026Apr 14, 2026

Evaluation results

MethodLinks
CrisperWhisper2026.047.76——
Mixed Training + Length Aug + Reduced TFLength Augmentation=true, Reduced Teacher Forcing=true2026.048.89——
ASR-only Baseline2026.048.95——
Mixed Training + Length AugLength Augmentation=true2026.048.97——
Mixed Training + Length Aug + Timestamp RegLength Augmentation=true, Timestamp Regularization=true2026.049.4——
Mixed Training2026.0410.51——
Qwen-Audio2026.0410.7——
E-BATSBP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.0630.6——
SGEMBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0631.2——
CEABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0631.5——
SUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0631.5——
DSUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0636.1——
SourceBackbone=Wav2Vec2ForCTC-Base2025.0636.8——
TENTBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0636.8——
CoTTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0636.9——
AWMCBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0637.9——
SARBP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0638.2——
FOABP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.0638.2——
T3ABP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.0638.8——
LAMEBP-free=true, Backbone=Wav2Vec2ForCTC-Base2025.0638.8——
EATABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.0661.3——
CSUTABP-free=false, Backbone=Wav2Vec2ForCTC-Base2025.06135——
CED+PEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04—235.8
CED+PEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04—95.6
CED+PEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04—75.5
Ctx, no phonetic hintInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04—235.7
Ctx, no phonetic hintInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04—9.25.5
Non-ctxInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04—22.65.5
Phon.vow+CEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04—23.25.8
Phon.vowel+CEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04—9.35.5
Phon.vowel+CEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04—8.15.5
Syl+CEDInference Prompting Strategy=Non-contextual ASR (no bias list), Bias list size=200 words2026.04—235.8
Syl+CEDInference Prompting Strategy=Standard contextual ASR (no phonetic hint for bias words), Bias list size=200 words2026.04—8.95.5
Syl+CEDInference Prompting Strategy=Contextual ASR with the proposed word cues, Bias list size=200 words2026.04—7.65.6