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 11–20 of 117 papers

TitleStatusHype
Balancing Speech Understanding and Generation Using Continual Pre-training for Codec-based Speech LLM—0
Speech to Speech Translation with Translatotron: A State of the Art Review—0
High-Fidelity Simultaneous Speech-To-Speech TranslationCode5
A Unit-based System and Dataset for Expressive Direct Speech-to-Speech Translation—0
Improving Lip-synchrony in Direct Audio-Visual Speech-to-Speech Translation—0
Direct Speech-to-Speech Neural Machine Translation: A Survey—0
Findings of the IWSLT 2024 Evaluation Campaign—0
Phonology-Guided Speech-to-Speech Translation for African Languages—0
Textless Streaming Speech-to-Speech Translation using Semantic Speech Tokens—0
Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data SelectionCode0
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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