| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sign Language Translation | CSL-Daily (test) | BLEU-428.94 | 158 | |
| Sign Language Translation | CSL-Daily (dev) | BLEU-428.95 | 115 | |
| Continuous Sign Language Recognition | CSL-Daily (dev) | Word Error Rate (WER)25.4 | 106 | |
| Continuous Sign Language Recognition | CSL-Daily (test) | WER24.9 | 99 | |
| Sign Language Translation | CSL-Daily v1 (test) | ROUGE57.06 | 25 | |
| Sign Language Translation | CSL-Daily | ROUGE-L51.26 | 19 | |
| Sign Language Recognition | CSL-Daily (test) | WER0.253 | 19 | |
| Sign Language Recognition | CSL-Daily (dev) | WER25.4 | 12 | |
| Hallucination Detection | CSL-Daily | AUC0.963 | 10 | |
| Sign Language Translation | CSL-Daily v1 (dev) | ROUGE49.49 | 8 | |
| Continuous Sign Language Recognition | CSL-Daily | WER24.3 | 7 | |
| Sign Language Production | CSL-Daily | DTW-PA-JPE (Body)3.97 | 7 | |
| Sign Language Production | CSL-Daily (test) | DTW0.165 | 6 | |
| Sign Language Generation | CSL-Daily | Inference Latency (s)0.782 | 3 | |
| Sign Language Recognition | CSL-Daily | WER29.52 | 3 | |
| Sign Language Representation Analysis | CSL-Daily | SDR76.55 | 3 | |
| Sign Language Glossification | CSL-Daily (test) | ROUGE61.75 | 3 | |
| Sign Language Glossification | CSL-Daily (dev) | ROUGE61.52 | 2 |