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 601–610 of 3012 papers

Title	Date	Tasks	Status
Self-Supervised Learning for Multi-Channel Neural Transducer	Aug 6, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
StreamVoice+: Evolving into End-to-end Streaming Zero-shot Voice Conversion	Aug 5, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Sentence-wise Speech Summarization: Task, Datasets, and End-to-End Modeling with LM Knowledge Distillation	Aug 1, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
On the Problem of Text-To-Speech Model Selection for Synthetic Data Generation in Automatic Speech Recognition	Jul 31, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Towards interfacing large language models with ASR systems using confidence measures and prompting	Jul 31, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures	Jul 25, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Reexamining Racial Disparities in Automatic Speech Recognition Performance: The Role of Confounding by Provenance	Jul 19, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Low-Resourced Speech Recognition for Iu Mien Language via Weakly-Supervised Phoneme-based Multilingual Pre-training	Jul 18, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Handling Numeric Expressions in Automatic Speech Recognition	Jul 18, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
A light-weight and efficient punctuation and word casing prediction model for on-device streaming ASR	Jul 18, 2024	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