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 811–820 of 3012 papers

Title	Date	Tasks	Status
Improving Large-scale Deep Biasing with Phoneme Features and Text-only Data in Streaming Transducer	Nov 15, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Retrieve and Copy: Scaling ASR Personalization to Large Catalogs	Nov 14, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
On the Effectiveness of ASR Representations in Real-world Noisy Speech Emotion Recognition	Nov 13, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
1SPU: 1-step Speech Processing Unit	Nov 8, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
A comparative analysis between Conformer-Transducer, Whisper, and wav2vec2 for improving the child speech recognition	Nov 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Pseudo-Labeling for Domain-Agnostic Bangla Automatic Speech Recognition	Nov 6, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning	Nov 3, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Server-side Rescoring of Spoken Entity-centric Knowledge Queries for Virtual Assistants	Nov 2, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
RIR-SF: Room Impulse Response Based Spatial Feature for Target Speech Recognition in Multi-Channel Multi-Speaker Scenarios	Oct 31, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
DISCO: A Large Scale Human Annotated Corpus for Disfluency Correction in Indo-European Languages	Oct 25, 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