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Speech-to-speech translation on CVSS-C ES → EN (test)

88.54ASR-BLEUGround Truth
5.527227.078648.6370.1814Nov 26, 2025

Evaluation results

MethodLinks
Ground Truth2025.1188.54—
RosettaSpeech (Paralleled, Fine-tuned)Protocol=Non Zero-Shot, Training setup=Paralleled, Initialization=Fine-tuned, Model scope=Pair-specific models2025.1133.0535.23
RosettaSpeech (Unparalleled)Protocol=Zero-Shot, Training setup=Unparalleled2025.1129.8632.64
RosettaSpeech (Paralleled, Fine-tuned)Protocol=Non Zero-Shot, Training setup=Paralleled, Initialization=Fine-tuned, Model scope=Single model for all language pairs2025.1129.3530.92
StreamSpeechProtocol=Non Zero-Shot, Decoding strategy=Beam search (size 10)2025.1127.2530.35
StreamSpeechProtocol=Non Zero-Shot, Decoding strategy=Greedy search2025.1126.1628.97
UnitYProtocol=Non Zero-Shot, Decoding strategy=Beam search (size 10)2025.1124.95—
ComSpeechProtocol=Zero-Shot2025.1124.826.51
UnitYProtocol=Non Zero-Shot, Decoding strategy=Greedy search2025.1123.93—
Translatotron 2Protocol=Non Zero-Shot, Decoding strategy=Beam search (size 10)2025.1122.93—
Translatotron 2Protocol=Non Zero-Shot, Decoding strategy=Greedy search2025.1122.3525.82
DASpeechProtocol=Non Zero-Shot2025.1121.37—
S2UTProtocol=Non Zero-Shot, Decoding strategy=Beam search (size 10)2025.1118.53—
S2UTProtocol=Non Zero-Shot, Decoding strategy=Greedy search2025.1116.94—
RosettaSpeech (Paralleled, Scratch)Protocol=Non Zero-Shot, Training setup=Paralleled, Initialization=Scratch2025.119.3823.62
TranslatotronProtocol=Non Zero-Shot2025.118.72—
Qwen3-0.6B2025.11—34.35