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 21–30 of 3012 papers

Title	Date	Tasks	Status	Hype	Score
Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models	May 23, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	3	5
DiarizationLM: Speaker Diarization Post-Processing with Large Language Models	Jan 7, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	3	5
Fast-MD: Fast Multi-Decoder End-to-End Speech Translation with Non-Autoregressive Hidden Intermediates	Sep 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	3	5
LibriSpeech-PC: Benchmark for Evaluation of Punctuation and Capitalization Capabilities of end-to-end ASR Models	Oct 4, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
Large Language Models are Efficient Learners of Noise-Robust Speech Recognition	Jan 19, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction	Jan 5, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation	Feb 27, 2025	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
Large Language Models are Strong Audio-Visual Speech Recognition Learners	Sep 18, 2024	Audio-Visual Speech RecognitionAutomatic Speech Recognition	CodeCode Available	2	5
Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Multi-modal Text Recognition	May 23, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5
Fast Transformers with Clustered Attention	Jul 9, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	2	5

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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