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 110 of 117 papers

TitleStatusHype
Scheduled Interleaved Speech-Text Training for Speech-to-Speech Translation with LLMs0
S2ST-Omni: An Efficient and Scalable Multilingual Speech-to-Speech Translation Framework via Seamless Speech-Text Alignment and Streaming Speech Generation0
Phi-Omni-ST: A multimodal language model for direct speech-to-speech translation0
Dub-S2ST: Textless Speech-to-Speech Translation for Seamless Dubbing0
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech TranslationCode0
Language translation, and change of accent for speech-to-speech task using diffusion model0
SimulS2S-LLM: Unlocking Simultaneous Inference of Speech LLMs for Speech-to-Speech Translation0
Using Phonemes in cascaded S2S translation pipelineCode0
Direct Speech to Speech Translation: A Review0
Connecting Voices: LoReSpeech as a Low-Resource Speech Parallel Corpus0
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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