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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 91–100 of 146 papers

Title	Date	Tasks	Status	Hype
Cross-modal Contrastive Learning for Speech Translation	Dec 17, 2021	Contrastive LearningRetrieval	—Unverified	0
Improve Sinhala Speech Recognition Through e2e LF-MMI Model	Dec 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
An Experiment on Speech-to-Text Translation Systems for Manipuri to English on Low Resource Setting	Dec 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Decision Attentive Regularization to Improve Simultaneous Speech Translation Systems	Oct 13, 2021	SentenceSimultaneous Speech-to-Text Translation	—Unverified	0
Learning When to Translate for Streaming Speech	Sep 15, 2021	DecoderSentence	CodeCode Available	1
Speechformer: Reducing Information Loss in Direct Speech Translation	Sep 9, 2021	Speech-to-Text TranslationTranslation	CodeCode Available	0
Infusing Future Information into Monotonic Attention Through Language Models	Sep 7, 2021	Language ModelingLanguage Modelling	CodeCode Available	0
Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation Task	Jul 12, 2021	DecoderKnowledge Distillation	—Unverified	0
Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling	Jun 21, 2021	speech-recognitionSpeech Recognition	—Unverified	0
Direct Simultaneous Speech-to-Text Translation Assisted by Synchronized Streaming ASR	Jun 11, 2021	Simultaneous Speech-to-Text TranslationSpeech-to-Text	—Unverified	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