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 291–300 of 3012 papers

Title	Date	Tasks	Status	Hype
Exploring the Impact of Data Quantity on ASR in Extremely Low-resource Languages	Sep 13, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
LA-RAG:Enhancing LLM-based ASR Accuracy with Retrieval-Augmented Generation	Sep 13, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Large Language Model Can Transcribe Speech in Multi-Talker Scenarios with Versatile Instructions	Sep 13, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2
NEST-RQ: Next Token Prediction for Speech Self-Supervised Pre-Training	Sep 13, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Full-text Error Correction for Chinese Speech Recognition with Large Language Model	Sep 12, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
WhisperNER: Unified Open Named Entity and Speech Recognition	Sep 12, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	3
Enhancing CTC-Based Visual Speech Recognition	Sep 11, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Linear Time Complexity Conformers with SummaryMixing for Streaming Speech Recognition	Sep 11, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
An Effective Context-Balanced Adaptation Approach for Long-Tailed Speech Recognition	Sep 10, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Keyword-Aware ASR Error Augmentation for Robust Dialogue State Tracking	Sep 10, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0

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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