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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 81–90 of 146 papers

Title	Date	Tasks	Status	Hype
Recent Advances in Direct Speech-to-text Translation	Jun 20, 2023	Data AugmentationDecoder	—Unverified	0
Improved Cross-Lingual Transfer Learning For Automatic Speech Translation	Jun 1, 2023	automatic-speech-translationCross-Lingual Transfer	—Unverified	0
Strategies for improving low resource speech to text translation relying on pre-trained ASR models	May 31, 2023	Automatic Speech RecognitionDecoder	—Unverified	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
Enhancing Speech-to-Speech Translation with Multiple TTS Targets	Apr 10, 2023	Speech-to-Speech TranslationSpeech-to-Text	—Unverified	0
ESPnet-ST-v2: Multipurpose Spoken Language Translation Toolkit	Apr 10, 2023	BenchmarkingSimultaneous Speech-to-Text Translation	—Unverified	0
Google USM: Scaling Automatic Speech Recognition Beyond 100 Languages	Mar 2, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
WACO: Word-Aligned Contrastive Learning for Speech Translation	Dec 19, 2022	Contrastive LearningSpeech-to-Text	CodeCode Available	0
M3ST: Mix at Three Levels for Speech Translation	Dec 7, 2022	Data AugmentationDiversity	—Unverified	0
Efficient Speech Translation with Dynamic Latent Perceivers	Oct 28, 2022	Speech-to-TextSpeech-to-Text Translation	CodeCode Available	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