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

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Showing 51–100 of 146 papers

TitleStatusHype
Investigating Zero-Shot Generalizability on Mandarin-English Code-Switched ASR and Speech-to-text Translation of Recent Foundation Models with Self-Supervision and Weak SupervisionCode0
LibriS2S: A German-English Speech-to-Speech Translation CorpusCode0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Listen and Translate: A Proof of Concept for End-to-End Speech-to-Text TranslationCode0
M-Adapter: Modality Adaptation for End-to-End Speech-to-Text TranslationCode0
Pre-training on high-resource speech recognition improves low-resource speech-to-text translationCode0
Revisiting End-to-End Speech-to-Text Translation From ScratchCode0
SimulSeamless: FBK at IWSLT 2024 Simultaneous Speech TranslationCode0
SparQLe: Speech Queries to Text Translation Through LLMsCode0
Speechformer: Reducing Information Loss in Direct Speech TranslationCode0
StreamAtt: Direct Streaming Speech-to-Text Translation with Attention-based Audio History SelectionCode0
Synchronous Speech Recognition and Speech-to-Text Translation with Interactive DecodingCode0
Voices Unheard: NLP Resources and Models for Yorùbá Regional DialectsCode0
WACO: Word-Aligned Contrastive Learning for Speech TranslationCode0
The USFD Spoken Language Translation System for IWSLT 2014—0
Instance-Based Model Adaptation For Direct Speech Translation—0
Interpreting Strategies Annotation in the WAW Corpus—0
Investigating Decoder-only Large Language Models for Speech-to-text Translation—0
End-to-End Speech-to-Text Translation: A Survey—0
Towards Measuring Fairness in AI: the Casual Conversations Dataset—0
Isochrony-Controlled Speech-to-Text Translation: A study on translating from Sino-Tibetan to Indo-European Languages—0
Language Model Augmented Monotonic Attention for Simultaneous Translation—0
End-to-End Offline Speech Translation System for IWSLT 2020 using Modality Agnostic Meta-Learning—0
Efficient Monotonic Multihead Attention—0
Learning Adaptive Segmentation Policy for End-to-End Simultaneous Translation—0
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