Sign Language Translation on PHOENIX14T
50.96ROUGEC2RL
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| C2RLVLP (Vision-Language Pre-training)=true2026.04 | 50.96 | 52.81 | 40.2 | 32.2 | 26.75 | |
| LLAVA-SLTVLP (Vision-Language Pre-training)=true2026.04 | 50.44 | 51.2 | 37.51 | 29.39 | 23.43 | |
| GFSLT-VLP-SignCLVLP (Vision-Language Pre-training)=true2026.04 | 49.04 | 49.76 | 36.85 | 29.97 | 22.74 | |
| Sign2GPTVLP (Vision-Language Pre-training)=false2026.04 | 48.9 | 49.54 | 35.96 | 28.83 | 22.52 | |
| MMSLTVLP (Vision-Language Pre-training)=true2026.04 | 47.97 | 48.92 | 38.12 | 30.79 | 25.73 | |
| SCL-SLTVLP (Vision-Language Pre-training)=true2026.04 | 47.02 | 48.72 | 38.19 | 31.04 | 26 | |
| SpaMoVLP (Vision-Language Pre-training)=true2026.04 | 46.57 | 49.8 | 37.32 | 29.5 | 24.32 | |
| SCL-SLTVLP (Vision-Language Pre-training)=false2026.04 | 46.33 | 48 | 37.36 | 30.23 | 25.3 | |
| FLa-LLMVLP (Vision-Language Pre-training)=false2026.04 | 45.27 | 46.29 | 35.33 | 28.03 | 23.09 | |
| SignLLMVLP (Vision-Language Pre-training)=false2026.04 | 44.49 | 45.21 | 34.78 | 28.05 | 23.4 | |
| GFSLT-VLPVLP (Vision-Language Pre-training)=true2026.04 | 42.49 | 43.71 | 33.18 | 26.11 | 21.44 | |
| GFSLTVLP (Vision-Language Pre-training)=false2026.04 | 40.93 | 41.39 | 31 | 24.2 | 19.66 | |
| MMTLBVLP (Vision-Language Pre-training)=false2026.04 | 38.6 | 40.57 | 26.99 | 19.58 | 15.18 | |
| NSLT+BahdanauVLP (Vision-Language Pre-training)=false2026.04 | 31.8 | 32.24 | 19.03 | 12.83 | 9.58 | |
| SLRTVLP (Vision-Language Pre-training)=false2026.04 | 31.1 | 30.88 | 18.57 | 13.12 | 10.19 | |
| GASLTVLP (Vision-Language Pre-training)=false2026.04 | 30.86 | 39.07 | 26.74 | 21.86 | 15.74 | |
| NSLT+LuongVLP (Vision-Language Pre-training)=false2026.04 | 30.7 | 29.86 | 17.52 | 11.96 | 9 | |
| NSLTVLP (Vision-Language Pre-training)=false2026.04 | 29.7 | 27.1 | 15.61 | 10.82 | 8.35 |