| Paper | Code | BLEU-4 (%) | BLEU-1 (%) | ROUGE-L | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| SIGNET: Motion-Level Knowledge Transfer for Cross-Language Sign Language Translation | ✓ Link | 27.82 | 54.1 | 53.05 | SIGNET (extra data) | 2026-06-26 |
| SignBind-LLM: Multi-Stage Modality Fusion for Sign Language Translation | 23.5 | 46.0 | MultiStream-LLM | 2025-08-20 | ||
| Video-Text Alignment Model for Sign Language Translation | 18.47 | 46.67 | 37.14 | VTaMo | 2026-09-08 | |
| Q-BridgeNet: A Quantization Network for Cross-Lingual Sign Language Translation | ✓ Link | 16.55 | 41.81 | Q-BridgeNet (extra data) | 2026-07-13 | |
| Learning Effective Sign Features without Text for Gloss-free Sign Language Translation | 15.47 | 40.51 | 36.14 | SignDINO | 2026-06-03 |