English-to-X Speech-to-text translation on CoVoST 2
78.85COMET Score (Tr)SPRI 2 stage
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SPRI 2 stageParam=1.3B2026.06 | 78.85 | 13.83 | 79.8 | 11.52 | 86.28 | 30.8 | 74.25 | 19.13 | 73.45 | 14.2 | 73.08 | 13.75 | 71.9 | 14.14 | 81.03 | 29.16 | 84.57 | 43.04 | 75.57 | 7.94 | 77.98 | 28.52 | 75.05 | 24.06 | 77.81 | 30.42 | 80.46 | 19.03 | 86.26 | 34.14 | 78.42 | 22.24 | |
| SPRIParam=1.3B2026.06 | 78.51 | 13.58 | 78.93 | 11.02 | 86.24 | 30.69 | 72.58 | 17.66 | 71.05 | 12.98 | 72.26 | 13.24 | 70.71 | 13.62 | 80.98 | 29.04 | 84.56 | 42.85 | 73.77 | 7.11 | 77.72 | 28.15 | 73.36 | 22.22 | 77.1 | 29.3 | 80.41 | 18.8 | 86.12 | 33.89 | 77.62 | 21.61 | |
| Dense FTParam=0.7B2026.06 | 77.28 | 12.46 | 75.43 | 8.79 | 86.01 | 30.36 | 68.82 | 14.69 | 66.12 | 10.27 | 68.94 | 11.17 | 65.38 | 10.67 | 80.75 | 28.52 | 84.4 | 42.42 | 67.62 | 4.37 | 76.58 | 26.71 | 67.82 | 16.4 | 75.36 | 26.26 | 80.07 | 18.41 | 85.92 | 33.42 | 75.1 | 19.66 | |
| Drop UpcyclingParam=1.3B2026.06 | 75.94 | 11.56 | 74.6 | 8.46 | 85.34 | 29.14 | 67.63 | 14.26 | 65.28 | 9.81 | 67.35 | 10.41 | 64.29 | 10.17 | 79.45 | 27.23 | 83.84 | 40.88 | 67.54 | 4.52 | 74.32 | 25.14 | 67.47 | 16.2 | 74.51 | 25.61 | 78.82 | 17.25 | 84.87 | 32.08 | 74.08 | 18.85 | |
| Noise UpcyclingParam=1.3B2026.06 | 75.37 | 10.98 | 73.87 | 8.11 | 85.12 | 28.77 | 66.91 | 13.63 | 64.51 | 9.53 | 66.76 | 10.18 | 63.38 | 9.92 | 78.89 | 26.58 | 83.58 | 40.4 | 66.64 | 4.22 | 73.52 | 24.59 | 66.82 | 15.71 | 73.84 | 24.73 | 78.5 | 16.64 | 84.55 | 31.37 | 73.48 | 18.36 | |
| LoRAParam=0.4B2026.06 | 74.89 | 11.02 | 79.2 | 10.95 | 84.73 | 28.93 | 68.86 | 14.83 | 69.31 | 11.77 | 71.05 | 12.53 | 67.09 | 10.68 | 78.25 | 24.92 | 82.82 | 38.76 | 74.24 | 7.11 | 73.38 | 23.05 | 70.73 | 18.42 | 74.42 | 25.49 | 79.06 | 17.32 | 82.73 | 27.97 | 75.38 | 18.92 | |
| BTXParam=1.3B2026.06 | 74.58 | 10.88 | 72.93 | 7.75 | 84.8 | 28.35 | 66.09 | 13.6 | 64.33 | 9.64 | 66.56 | 10.09 | 63.08 | 10.28 | 78.47 | 26.39 | 83.17 | 39.69 | 66.7 | 4.31 | 73.22 | 24.46 | 66.78 | 15.63 | 73.55 | 24.7 | 77.88 | 16.53 | 84.13 | 31.38 | 73.09 | 18.24 | |
| Naive UpcyclingParam=1.3B2026.06 | 73.94 | 10.36 | 75.18 | 8.33 | 84.41 | 28.35 | 65.51 | 12.43 | 64.18 | 8.85 | 68.01 | 10.55 | 62.47 | 8.56 | 77.99 | 24.6 | 82.44 | 37.81 | 68.01 | 4.48 | 72.58 | 22.46 | 64.93 | 13.48 | 72.5 | 22.8 | 78.89 | 17.07 | 82.53 | 27.74 | 72.91 | 17.19 |