SOTAVerified

Speech-to-Speech Translation

Speech-to-speech translation (S2ST) consists on translating speech from one language to speech in another language. This can be done with a cascade of automatic speech recognition (ASR), text-to-text machine translation (MT), and text-to-speech (TTS) synthesis sub-systems, which is text-centric. Recently, works on S2ST without relying on intermediate text representation is emerging.

Papers

Showing 101117 of 117 papers

TitleStatusHype
SpeechMatrix: A Large-Scale Mined Corpus of Multilingual Speech-to-Speech Translations0
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech TranslationCode0
Textless Speech-to-Speech Translation With Limited Parallel DataCode0
LibriS2S: A German-English Speech-to-Speech Translation CorpusCode0
Joint Pre-Training with Speech and Bilingual Text for Direct Speech to Speech TranslationCode0
UnitY: Two-pass Direct Speech-to-speech Translation with Discrete UnitsCode0
Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data SelectionCode0
Using Phonemes in cascaded S2S translation pipelineCode0
Multimodal and Multilingual Embeddings for Large-Scale Speech MiningCode0
DiffNorm: Self-Supervised Normalization for Non-autoregressive Speech-to-speech TranslationCode0
Towards cross-language prosody transfer for dialogCode0
ESPnet-ST-v2: Multipurpose Spoken Language Translation ToolkitCode0
Direct speech-to-speech translation with a sequence-to-sequence modelCode0
Dialogs Re-enacted Across LanguagesCode0
A Textless Metric for Speech-to-Speech ComparisonCode0
ESPnet-ST: All-in-One Speech Translation ToolkitCode0
Pretrained Speech Encoders and Efficient Fine-tuning Methods for Speech Translation: UPC at IWSLT 2022Code0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Hokkien→En (Two-pass decoding)ASR-BLEU (Dev)13.6Unverified
2Hokkien→En (Two-stage)ASR-BLEU (Dev)12.5Unverified
3Hokkien→En (Three-stage)ASR-BLEU (Dev)12.5Unverified
4Hokkien→En (Single-pass decoding)ASR-BLEU (Dev)8.8Unverified
5En→Hokkien (Two-pass decoding)ASR-BLEU (Dev)7.8Unverified
6En→Hokkien (Three-stage)ASR-BLEU (Dev)7.5Unverified
7En→Hokkien (Two-stage)ASR-BLEU (Dev)7.1Unverified
8En→Hokkien (Single-pass decoding)ASR-BLEU (Dev)6.6Unverified
#ModelMetricClaimedVerifiedStatus
1GenTranslateV2ASR-BLEU32.3Unverified
2GenTranslateV1ASR-BLEU30.1Unverified
3SeamlessM4T LargeV2ASR-BLEU29.4Unverified
4SeamlessM4T LargeASR-BLEU25.8Unverified
5AudioPaLM2ASR-BLEU24Unverified
6WhisperV2ASR-BLEU23.5Unverified
7SeamlessM4T MediumASR-BLEU20.4Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeASR-BLEU36.5Unverified
2SeamlessM4T MediumASR-BLEU28.1Unverified