Automatic Speech Recognition (ASR)

Automatic Speech Recognition (ASR) involves converting spoken language into written text. It is designed to transcribe spoken words into text in real-time, allowing people to communicate with computers, mobile devices, and other technology using their voice. The goal of Automatic Speech Recognition is to accurately transcribe speech, taking into account variations in accent, pronunciation, and speaking style, as well as background noise and other factors that can affect speech quality.

Papers

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Showing 1181–1190 of 3012 papers

Title	Date	Tasks	Status
Improving Low-Resource Speech Recognition with Pretrained Speech Models: Continued Pretraining vs. Semi-Supervised Training	Jul 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Updating Only Encoders Prevents Catastrophic Forgetting of End-to-End ASR Models	Jul 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
FeaRLESS: Feature Refinement Loss for Ensembling Self-Supervised Learning Features in Robust End-to-end Speech Recognition	Jun 30, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
STOP: A dataset for Spoken Task Oriented Semantic Parsing	Jun 29, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
The THUEE System Description for the IARPA OpenASR21 Challenge	Jun 29, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Space-Efficient Representation of Entity-centric Query Language Models	Jun 29, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Bengali Common Voice Speech Dataset for Automatic Speech Recognition	Jun 28, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Challenges and Opportunities in Multi-device Speech Processing	Jun 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
TALCS: An Open-Source Mandarin-English Code-Switching Corpus and a Speech Recognition Baseline	Jun 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Meta Auxiliary Learning for Low-resource Spoken Language Understanding	Jun 26, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified

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All datasets LRS2 RealMAN Sagalee HUI speech corpus LRS3-TED M-AILabs speech dataset The Spoken Wikipedia Corpora Voxforge German VoxPopuli

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TM-CTC	Test WER	10.1	—	Unverified
2	TM-seq2seq	Test WER	9.7	—	Unverified
3	CTC/attention	Test WER	8.2	—	Unverified
4	LF-MMI TDNN	Test WER	6.7	—	Unverified
5	Whisper-LLaMA	Test WER	6.6	—	Unverified
6	End2end Conformer	Test WER	3.9	—	Unverified
7	End2end Conformer	Test WER	3.7	—	Unverified
8	MoCo + wav2vec (w/o extLM)	Test WER	2.7	—	Unverified
9	CTC/Attention	Test WER	1.5	—	Unverified
10	Whisper	Test WER	1.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SpatialNet	CER	14.5	—	Unverified
2	CleanMel-L-mask	CER	14.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer	Test WER	15.32	—	Unverified
2	Whisper-largev3-finetuned	Test WER	10.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	1.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DistillAV	WER	1.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	4.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	8.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	3.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer (German)	WER (%)	8.98	—	Unverified