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 31–40 of 117 papers

TitleStatusHype
Can We Achieve High-quality Direct Speech-to-Speech Translation without Parallel Speech Data?—0
StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task LearningCode5
Discrete Multimodal Transformers with a Pretrained Large Language Model for Mixed-Supervision Speech Processing—0
Textless Acoustic Model with Self-Supervised Distillation for Noise-Robust Expressive Speech-to-Speech Translation—0
SimulTron: On-Device Simultaneous Speech to Speech Translation—0
SeamlessExpressiveLM: Speech Language Model for Expressive Speech-to-Speech Translation with Chain-of-Thought—0
TransVIP: Speech to Speech Translation System with Voice and Isochrony PreservationCode2
CrossVoice: Crosslingual Prosody Preserving Cascade-S2ST using Transfer Learning—0
DiffNorm: Self-Supervised Normalization for Non-autoregressive Speech-to-speech TranslationCode0
MSLM-S2ST: A Multitask Speech Language Model for Textless Speech-to-Speech Translation with Speaker Style Preservation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Hokkien→En (Two-pass decoding)ASR-BLEU (Dev)13.6—Unverified
2Hokkien→En (Two-stage)ASR-BLEU (Dev)12.5—Unverified
3Hokkien→En (Three-stage)ASR-BLEU (Dev)12.5—Unverified
4Hokkien→En (Single-pass decoding)ASR-BLEU (Dev)8.8—Unverified
5En→Hokkien (Two-pass decoding)ASR-BLEU (Dev)7.8—Unverified
6En→Hokkien (Three-stage)ASR-BLEU (Dev)7.5—Unverified
7En→Hokkien (Two-stage)ASR-BLEU (Dev)7.1—Unverified
8En→Hokkien (Single-pass decoding)ASR-BLEU (Dev)6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1GenTranslateV2ASR-BLEU32.3—Unverified
2GenTranslateV1ASR-BLEU30.1—Unverified
3SeamlessM4T LargeV2ASR-BLEU29.4—Unverified
4SeamlessM4T LargeASR-BLEU25.8—Unverified
5AudioPaLM2ASR-BLEU24—Unverified
6WhisperV2ASR-BLEU23.5—Unverified
7SeamlessM4T MediumASR-BLEU20.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SeamlessM4T LargeASR-BLEU36.5—Unverified
2SeamlessM4T MediumASR-BLEU28.1—Unverified