Speech Translation on CoVoST 2 EN→X
0.3338BLEUSLM-TTA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SLM-TTAConfidence threshold (tau)=None, Objective=entropy, Adaptation steps=52025.12 | 0.3338 | 1.97 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.5, Objective=entropy, Adaptation steps=52025.12 | 0.3316 | 1.75 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.5, Objective=PL, Adaptation steps=52025.12 | 0.3275 | 1.33 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.8, Objective=entropy, Adaptation steps=52025.12 | 0.3272 | 1.31 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.9, Objective=entropy, Adaptation steps=52025.12 | 0.3272 | 1.3 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.8, Objective=PL, Adaptation steps=52025.12 | 0.3262 | 1.2 | — | — | — | — | |
| Pseudo-labeling (PL) baselineConfidence threshold (tau)=None, Objective=PL, Adaptation steps=52025.12 | 0.3248 | 1.07 | — | — | — | — | |
| SLM-TTAConfidence threshold (tau)=0.9, Objective=PL, Adaptation steps=52025.12 | 0.3245 | 1.04 | — | — | — | — | |
| AF-Next-InstructLang.=EN -> X2026.04 | — | — | 0.382 | 0.296 | 0.219 | 0.314 | |
| Phi-4-mmLang.=EN -> X2026.04 | — | — | 0.38 | 0.319 | 0.099 | 0.353 |