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 681–690 of 3012 papers

Title	Date	Tasks	Status
Improving Robustness of Neural Inverse Text Normalization via Data-Augmentation, Semi-Supervised Learning, and Post-Aligning Method	Sep 12, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Kid-Whisper: Towards Bridging the Performance Gap in Automatic Speech Recognition for Children VS. Adults	Sep 12, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Hybrid ASR for Resource-Constrained Robots: HMM - Deep Learning Fusion	Sep 11, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Leveraging Large Language Models for Exploiting ASR Uncertainty	Sep 9, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Perceptual and Task-Oriented Assessment of a Semantic Metric for ASR Evaluation	Sep 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Multiple Representation Transfer from Large Language Models to End-to-End ASR Systems	Sep 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
TODM: Train Once Deploy Many Efficient Supernet-Based RNN-T Compression For On-device ASR Models	Sep 5, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Bring the Noise: Introducing Noise Robustness to Pretrained Automatic Speech Recognition	Sep 5, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning	Sep 4, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Text-Only Domain Adaptation for End-to-End Speech Recognition through Down-Sampling Acoustic Representation	Sep 4, 2023	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