Speech Translation on NTUML Code-Switching 2021 (test)
39.52BLEUCSST-SSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CSST-SSAZero-shot=true2025.11 | 39.52 | 81.33 | |
| CSST-SSA2025.11 | 39.52 | 81.33 | |
| CSST-SSAVariant=w/o Ltransition2025.11 | 39.21 | 81.24 | |
| CSST-SSAVariant=w/o Llang2025.11 | 39.05 | 80.88 | |
| CSST-SSAVariant=w/o Lbalance2025.11 | 38.86 | 81.03 | |
| CSST-SSAVariant=conventional L'balance2025.11 | 38.68 | 80.79 | |
| CSST-SSAVariant=w/o Stage 12025.11 | 38.14 | 80.31 | |
| SeamlessM4T2025.11 | 38.03 | 79.93 | |
| CSST-SSAVariant=w/o Stage 32025.11 | 37.74 | 80.02 | |
| CSST-SSAVariant=w/o MoE Speech Projector2025.11 | 36.85 | 79.95 | |
| Qwen3-Omni-30B-A3B-InstructZero-shot=true2025.11 | 35.88 | 80.09 | |
| Whisper+LLaMAArchitecture=cascaded2025.11 | 34.85 | 79.08 | |
| LLaST2025.11 | 32.53 | 78.92 | |
| Voxtral-Small-24B-2507Zero-shot=true2025.11 | 32.2 | 78.94 | |
| Whisper2025.11 | 29.12 | 74.9 | |
| Voxtral-Mini-3B-2507Zero-shot=true2025.11 | 28.66 | 77.5 | |
| Qwen2-Audio-7B-InstructZero-shot=true2025.11 | 23.66 | 71.79 | |
| SALMONN-13BZero-shot=true2025.11 | 16.15 | 71.25 |