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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2011–2020 of 3012 papers

Title	Date	Tasks	Status
Hypothesis Stitcher for End-to-End Speaker-attributed ASR on Long-form Multi-talker Recordings	Jan 6, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
NAS-Bench-ASR: Reproducible Neural Architecture Search for Speech Recognition	Jan 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Why Does Decentralized Training Outperform Synchronous Training In The Large Batch Setting?	Jan 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Learning without Forgetting: Task Aware Multitask Learning for Multi-Modality Tasks	Jan 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Multi-channel Multi-frame ADL-MVDR for Target Speech Separation	Dec 24, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews	Dec 22, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Adversarial Meta Sampling for Multilingual Low-Resource Speech Recognition	Dec 22, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Adjust-free adversarial example generation in speech recognition using evolutionary multi-objective optimization under black-box condition	Dec 21, 2020	Adversarial AttackAutomatic Speech Recognition	—Unverified
Toward Streaming ASR with Non-Autoregressive Insertion-based Model	Dec 18, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis	Dec 15, 2020	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