SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 146 papers

TitleStatusHype
Direct Simultaneous Speech-to-Text Translation Assisted by Synchronized Streaming ASR—0
Leveraging Weakly Supervised Data to Improve End-to-End Speech-to-Text Translation—0
Towards speech-to-text translation without speech recognition—0
Decision Attentive Regularization to Improve Simultaneous Speech Translation Systems—0
Towards the evaluation of automatic simultaneous speech translation from a communicative perspective—0
Towards Unsupervised Speech-to-Text Translation—0
Data Efficient Direct Speech-to-Text Translation with Modality Agnostic Meta-Learning—0
Low-Resource Speech-to-Text Translation—0
M3ST: Mix at Three Levels for Speech Translation—0
Analyzing ASR pretraining for low-resource speech-to-text translation—0
MAM: Masked Acoustic Modeling for End-to-End Speech-to-Text Translation—0
CTC Alignments Improve Autoregressive Translation—0
Modular Speech-to-Text Translation for Zero-Shot Cross-Modal Transfer—0
Cross-Modal Multi-Tasking for Speech-to-Text Translation via Hard Parameter Sharing—0
NAIST Simultaneous Speech-to-Text Translation System for IWSLT 2022—0
NAIST Simultaneous Speech Translation System for IWSLT 2024—0
Cross-modal Contrastive Learning for Speech Translation—0
Nexus: An Omni-Perceptive And -Interactive Model for Language, Audio, And Vision—0
On decoder-only architecture for speech-to-text and large language model integration—0
COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning—0
Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling—0
Contextual Biasing to Improve Domain-specific Custom Vocabulary Audio Transcription without Explicit Fine-Tuning of Whisper Model—0
Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces—0
Prosody in Cascade and Direct Speech-to-Text Translation: a case study on Korean Wh-Phrases—0
Compact Speech Translation Models via Discrete Speech Units Pretraining—0
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All datasetsMuST-C EN->DEMuST-C EN->ESMuST-C EN->FRCoVoST 2 eng-XCoVoST 2 X-engFLEURS eng-XFLEURS X-englibri-transMediBengMuST-CMuST-C EN->NL

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Task Modulation + Multitask Learning(ASR/MT) + Data AugmentationCase-sensitive sacreBLEU28.88—Unverified
2Wav2Vec2.0+mBART+AdaptorsCase-sensitive sacreBLEU28.22—Unverified
3Transformer + Meta Learning(ASR/MT) + Data AugmentationCase-sensitive sacreBLEU27.51—Unverified
4Transformer with AdaptersCase-sensitive sacreBLEU24.63—Unverified
5Dual-decoder TransformerCase-sensitive sacreBLEU23.63—Unverified
6SpeechformerCase-sensitive sacreBLEU23.6—Unverified
7Transformer + ASR PretrainCase-sensitive sacreBLEU22.8—Unverified
8Transformer + ASR PretrainCase-sensitive sacreBLEU22.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer with AdaptersCase-sensitive sacreBLEU28.73—Unverified
2SpeechformerCase-sensitive sacreBLEU28.5—Unverified
3Dual-decoder TransformerCase-sensitive sacreBLEU28.12—Unverified
4Transformer + ASR Pretrain + SpecAugCase-sensitive sacreBLEU27.4—Unverified
5Transformer + ASR PretrainCase-sensitive sacreBLEU26.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Dual-decoder TransformerCase-sensitive sacreBLEU33.45—Unverified
2Transformer + ASR Pretrain + SpecAugCase-sensitive sacreBLEU33.3—Unverified
3Transformer + ASR PretrainCase-sensitive sacreBLEU32.3—Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeBLEU30.6—Unverified
2SeamlessM4T MediumBLEU26.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeBLEU34.1—Unverified
2SeamlessM4T MediumBLEU29.8—Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeBLEU21.5—Unverified
2SeamlessM4T MediumBLEU19.2—Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeBLEU24—Unverified
2SeamlessM4T MediumBLEU20.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer + ASR Pretrain + SpecAugCase-insensitive sacreBLEU17.2—Unverified
2Transformer + ASR PretrainCase-insensitive sacreBLEU16.5—Unverified
#ModelMetricClaimedVerifiedStatus
1MediBeng Whisper TinyBleu0.98—Unverified
2Whisper TinyBleu0.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer with AdaptersSacreBLEU26.61—Unverified
2Dual-decoder TransformerSacreBLEU25.62—Unverified
#ModelMetricClaimedVerifiedStatus
1SpeechformerCase-sensitive sacreBLEU27.7—Unverified