Sign Language Production on How2Sign (test)
21.03BLEU-4Stable Signer
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Stable Signer2025.12 | 21.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.26 | — | — | — | |
| Progressive Transformers2025.12 | 15.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.57 | — | — | — | |
| Stable Signer2025.12 | 15.67 | — | — | — | — | — | — | — | — | — | — | — | — | 21.65 | 28.49 | 48.87 | 59.56 | — | — | — | |
| SignLLMvariant=1x1B-Super-P, language=ASL2025.12 | 13.93 | — | — | — | — | — | — | — | — | — | — | — | — | 18.86 | 25.4 | 42.87 | 50.91 | — | — | — | |
| Neural Sign Actors2023.12 | 13.12 | 31.47 | 35.87 | 1.56 | 7.83 | 36.24 | 38.82 | 0.24 | 6.74 | 39.68 | 40.56 | 0.36 | 7.91 | 18.25 | 25.44 | 41.31 | 47.55 | — | — | — | |
| Neural Sign Actors2025.12 | 13.12 | — | — | — | — | — | — | — | — | — | — | — | — | 18.25 | 25.44 | 41.31 | 47.55 | — | — | — | |
| Neural Sign Actors2025.12 | 13.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.55 | — | — | — | |
| Fast-SLP Transformers2025.12 | 12.85 | — | — | — | — | — | — | — | — | — | — | — | — | 17.35 | 23.38 | 39.46 | 46.89 | — | — | — | |
| Fast-SLP Transformers2025.12 | 12.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.89 | — | — | — | |
| Ground Truth2025.07 | 8.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.01 | 21.87 | 81.94 | 0 | 0 | |
| Stoll et al.citation=[54]2023.12 | 7.51 | 55.02 | 60.32 | 4.96 | 13.99 | 68.48 | 69.45 | 0.56 | 11.59 | 60.18 | 62.73 | 0.64 | 12.29 | 10.72 | 13.92 | 19.56 | 33.17 | — | — | — | |
| HybridSign2025.07 | 6.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.12 | 18.02 | 88.3 | 3.89 | 37.1 | |
| Saunders et al.citation=[48]2023.12 | 6.21 | 63.19 | 65.25 | 3.98 | 13.78 | 71.43 | 72.39 | 0.59 | 11.02 | 68.54 | 70.14 | 0.51 | 11.32 | 8.98 | 12.01 | 18.22 | 32.33 | — | — | — | |
| Sign-IDD2025.07 | 6.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 28.9 | 16.21 | 89.98 | 4.86 | 39.02 | |
| GEN-OBT2025.07 | 5.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.82 | 15.88 | 90.63 | 6.87 | 47.28 | |
| Hwang et al.citation=[30]2023.12 | 5.75 | 62.74 | 63.25 | 4.45 | 13.94 | 78.95 | 70.34 | 0.63 | 11.33 | 68.65 | 69.59 | 0.6 | 12.26 | 8.21 | 11.62 | 17.55 | 31.98 | — | — | — | |
| NSLP-G2025.12 | 5.75 | — | — | — | — | — | — | — | — | — | — | — | — | 8.21 | 11.62 | 17.55 | 31.98 | — | — | — | |
| GCDM2025.07 | 5.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.91 | 15.21 | 91.43 | 6.13 | 45.71 | |
| G2P-DDM2025.07 | 5.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.48 | 12.21 | 89.58 | 7.97 | 49.83 | |
| PT2025.07 | 4.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.05 | 8.42 | 96.47 | 10.18 | 54.57 | |
| Saunders et al.citation=[49]2023.12 | 2.75 | 67.21 | 70.06 | 4.71 | 14.15 | 73.49 | 74.13 | 0.68 | 11.21 | 75.57 | 77.47 | 0.75 | 11.93 | 5.87 | 8.21 | 13.82 | 29.87 | — | — | — |