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Speech Recognition

Speech recognition is the task of converting spoken language into text, involving the identification of words from audio recordings and transcribing them into written format. Its goal is to accurately transcribe audio content in real-time or recorded audio while considering factors such as accents, speaking rate, and background noise to improve the accuracy and reliability of the transcription. This technology has significant application value in areas like human-computer interaction, automatic subtitle generation, and voice assistants.

Leaderboard

100 models total

Benchmarks

LibriSpeech test-clean
HuBERT with Libri-Light
LibriSpeech test-other
wav2vec 2.0 with Libri-Light
Switchboard + Hub500
TIMIT
wav2vec 2.0
AISHELL-1
Qwen-Audio
WSJ eval92
Common Voice German
wav2vec 2.0 XLS-R 1B + TEVR (5-gram)
swb_hub_500 WER fullSWBCH
WenetSpeech
Paraformer-large
TUDA
QuartzNet15x5DE (D37)
SLUE
W2V2-B-VP100K
Common Voice Spanish
ConformerCTC-L (4-gram)
Common Voice French
ConformerCTC-L (5-gram)
MediaSpeech
Quartznet
VietMed
GigaSpeech DEV
SAMBA ASR
GigaSpeech TEST
Zipformer+pruned transducer w/ CR-CTC (no external language model)
Libri-Light test-other
CPC unlab-60k
EasyCom
Hub5'00 SwitchBoard
ESPRESSO
Libri-Light test-clean
CPC unlab-60k
LRS3-TED
Whisper
Tedlium
CHiME-6 dev_gss12
WSJ dev93
CTC-CRF ST-NAS
Speech Commands
Centaurus
Common Voice vi
Vietnamese end-to-end speech recognition using wav2vec 2.0 by VietAI
SPGISpeech
Europarl-ASR EN Guest-test
Fongbe audio
Triphone (39 features) + LDA and MLLT + SGMM
CHiME-6 eval
VIVOS
khanhld/chunkformer-large-vie
WSJ eval93
Deep Speech 2
TED-LIUM
Whisper-LLaMa-7b
LibriCSS
TS-SEP
AISHELL-2
AMI IMH
AMI SDM1
Common Voice
Europarl-ASR EN MEP-test
Common Voice English
Whisper (Large v2)
Common Voice Italian
Whisper (Large v2)
AISHELL-2 Test Android
Qwen-Audio
Hub5'00 FISHER-SWBD
CTC-CRF
AISHELL-2 Test IOS
AISHELL-2 Test Mic
CALLHOME En
WavLM Large & EEND-vector clustering
CALLHOME Spanish Speech
CAS-VSR-S101
Switchboard SWBD
Common Voice Frisian
Switchboard CallHome
Switchboard (300hr)
Common Voice Japanese
Common Voice Portuguese
XLSR53 Wav2Vec2 Portuguese by Orlem Santos
Common Voice Russian
Whisper (Large v2)
facebook/multilingual_librispeech german
TDT 0-4
LRS2
RAVEn Large
LibriSpeech train-clean-100 test-other
wav2vec_wav2letter
LibriSpeech train-clean-100 test-clean
wav2vec_wav2letter
GigaSpeech
Conformer/Transformer-AED
Google Speech Commands - Musan
LibriSpeech 100h test-other
Branchformer + GFSA
LibriSpeech 100h test-clean
Hub5'00 CallHome
ESPRESSO