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ResearchFormerly WizWand

Speech Translation on NTUML Code-Switching 2021 (test)

39.52BLEUCSST-SSA
15.215221.525127.83534.1449Nov 9, 2025
Updated 6mo ago

Evaluation results

MethodLinks
CSST-SSAZero-shot=true2025.1139.5281.33
CSST-SSA2025.1139.5281.33
CSST-SSAVariant=w/o Ltransition2025.1139.2181.24
CSST-SSAVariant=w/o Llang2025.1139.0580.88
CSST-SSAVariant=w/o Lbalance2025.1138.8681.03
CSST-SSAVariant=conventional L'balance2025.1138.6880.79
CSST-SSAVariant=w/o Stage 12025.1138.1480.31
SeamlessM4T2025.1138.0379.93
CSST-SSAVariant=w/o Stage 32025.1137.7480.02
CSST-SSAVariant=w/o MoE Speech Projector2025.1136.8579.95
Qwen3-Omni-30B-A3B-InstructZero-shot=true2025.1135.8880.09
Whisper+LLaMAArchitecture=cascaded2025.1134.8579.08
LLaST2025.1132.5378.92
Voxtral-Small-24B-2507Zero-shot=true2025.1132.278.94
Whisper2025.1129.1274.9
Voxtral-Mini-3B-2507Zero-shot=true2025.1128.6677.5
Qwen2-Audio-7B-InstructZero-shot=true2025.1123.6671.79
SALMONN-13BZero-shot=true2025.1116.1571.25