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Speech-to-Text Translation

Translate audio signals of speech in one language into text in a foreign language, either in an end-to-end or cascade manner.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 146 papers

Title	Date	Tasks	Status	Hype	Score
CTC Alignments Improve Autoregressive Translation	Oct 11, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0	0
Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation Task	Jul 12, 2021	DecoderKnowledge Distillation	—Unverified	0	0
Improved Cross-Lingual Transfer Learning For Automatic Speech Translation	Jun 1, 2023	automatic-speech-translationCross-Lingual Transfer	—Unverified	0	0
Hybrid Transducer and Attention based Encoder-Decoder Modeling for Speech-to-Text Tasks	May 4, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0	0
How "Real" is Your Real-Time Simultaneous Speech-to-Text Translation System?	Dec 24, 2024	Simultaneous Speech-to-Text TranslationSpeech-to-Text	—Unverified	0	0
Google USM: Scaling Automatic Speech Recognition Beyond 100 Languages	Mar 2, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0	0
Cross-Modal Multi-Tasking for Speech-to-Text Translation via Hard Parameter Sharing	Sep 27, 2023	DecoderMachine Translation	—Unverified	0	0
Bridging the Modality Gap for Speech-to-Text Translation	Oct 28, 2020	DecoderSpeech-to-Text	—Unverified	0	0
Cross-modal Contrastive Learning for Speech Translation	Dec 17, 2021	Contrastive LearningRetrieval	—Unverified	0	0
Finetuning End-to-End Models for Estonian Conversational Spoken Language Translation	Jul 4, 2024	Machine Translationspeech-recognition	—Unverified	0	0

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All datasets MuST-C EN->DE MuST-C EN->ES MuST-C EN->FR CoVoST 2 eng-X CoVoST 2 X-eng FLEURS eng-X FLEURS X-eng libri-trans MediBeng MuST-C MuST-C EN->NL

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Task Modulation + Multitask Learning(ASR/MT) + Data Augmentation	Case-sensitive sacreBLEU	28.88	—	Unverified
2	Wav2Vec2.0+mBART+Adaptors	Case-sensitive sacreBLEU	28.22	—	Unverified
3	Transformer + Meta Learning(ASR/MT) + Data Augmentation	Case-sensitive sacreBLEU	27.51	—	Unverified
4	Transformer with Adapters	Case-sensitive sacreBLEU	24.63	—	Unverified
5	Dual-decoder Transformer	Case-sensitive sacreBLEU	23.63	—	Unverified
6	Speechformer	Case-sensitive sacreBLEU	23.6	—	Unverified
7	Transformer + ASR Pretrain	Case-sensitive sacreBLEU	22.8	—	Unverified
8	Transformer + ASR Pretrain	Case-sensitive sacreBLEU	22.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer with Adapters	Case-sensitive sacreBLEU	28.73	—	Unverified
2	Speechformer	Case-sensitive sacreBLEU	28.5	—	Unverified
3	Dual-decoder Transformer	Case-sensitive sacreBLEU	28.12	—	Unverified
4	Transformer + ASR Pretrain + SpecAug	Case-sensitive sacreBLEU	27.4	—	Unverified
5	Transformer + ASR Pretrain	Case-sensitive sacreBLEU	26.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dual-decoder Transformer	Case-sensitive sacreBLEU	33.45	—	Unverified
2	Transformer + ASR Pretrain + SpecAug	Case-sensitive sacreBLEU	33.3	—	Unverified
3	Transformer + ASR Pretrain	Case-sensitive sacreBLEU	32.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SeamlessM4T Large	BLEU	30.6	—	Unverified
2	SeamlessM4T Medium	BLEU	26.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SeamlessM4T Large	BLEU	34.1	—	Unverified
2	SeamlessM4T Medium	BLEU	29.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SeamlessM4T Large	BLEU	21.5	—	Unverified
2	SeamlessM4T Medium	BLEU	19.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SeamlessM4T Large	BLEU	24	—	Unverified
2	SeamlessM4T Medium	BLEU	20.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer + ASR Pretrain + SpecAug	Case-insensitive sacreBLEU	17.2	—	Unverified
2	Transformer + ASR Pretrain	Case-insensitive sacreBLEU	16.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MediBeng Whisper Tiny	Bleu	0.98	—	Unverified
2	Whisper Tiny	Bleu	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer with Adapters	SacreBLEU	26.61	—	Unverified
2	Dual-decoder Transformer	SacreBLEU	25.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Speechformer	Case-sensitive sacreBLEU	27.7	—	Unverified