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 751–760 of 3012 papers

Title	Date	Tasks	Status
Lexical Speaker Error Correction: Leveraging Language Models for Speaker Diarization Error Correction	Jun 15, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Unified model for code-switching speech recognition and language identification based on a concatenated tokenizer	Jun 14, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Improving Code-Switching and Named Entity Recognition in ASR with Speech Editing based Data Augmentation	Jun 14, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Statistical Beamformer Exploiting Non-stationarity and Sparsity with Spatially Constrained ICA for Robust Speech Recognition	Jun 13, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
DCTX-Conformer: Dynamic context carry-over for low latency unified streaming and non-streaming Conformer ASR	Jun 13, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
On the N-gram Approximation of Pre-trained Language Models	Jun 12, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding	Jun 12, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Impact of Experiencing Misrecognition by Teachable Agents on Learning and Rapport	Jun 11, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Adversarial Training For Low-Resource Disfluency Correction	Jun 10, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
A Theory of Unsupervised Speech Recognition	Jun 9, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available

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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