| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Continuous Sign Language Recognition | PHOENIX 2014 (dev) | Word Error Rate17.3 | 188 | |
| Continuous Sign Language Recognition | PHOENIX-2014 (test) | WER17.7 | 185 | |
| Sign Language Translation | PHOENIX-2014T (test) | BLEU-429.91 | 183 | |
| Sign Language Translation | PHOENIX-2014T (dev) | BLEU-4 Score35.1 | 147 | |
| Sign Language Translation | PHOENIX14T (test) | BLEU-430.7 | 82 | |
| Continuous Sign Language Recognition | PHOENIX14-T (dev) | WER17 | 80 | |
| Continuous Sign Language Recognition | PHOENIX-2014T (test) | WER18.5 | 48 | |
| Sign Language Recognition | Phoenix 2014T (test) | WER0.193 | 41 | |
| Continuous Sign Language Recognition | Phoenix14 (test) | WER17.6 | 39 | |
| Sign Language Recognition | Phoenix 2014 (dev) | WER17.7 | 32 | |
| Continuous Sign Language Recognition | Phoenix14 (dev) | WER17.4 | 29 | |
| Continuous Sign Language Recognition | PHOENIX14 2015 (dev) | WER18.1 | 23 | |
| Sign Language Production | PHOENIX14T (test) | BLEU-413.31 | 20 | |
| Sign Language Translation | PHOENIX14T | ROUGE50.96 | 18 | |
| Sign Language Recognition | Phoenix 2014 (test) | WER18.8 | 17 | |
| Continuous Sign Language Recognition | PHOENIX 14 (dev test) | WER (Dev)18 | 16 | |
| Continuous Sign Language Recognition | PHOENIX14-T (dev test) | WER (Dev)17.7 | 14 | |
| Continuous Sign Language Recognition | PHOENIX14-T 2018 (test) | WER19.4 | 13 | |
| Continuous Sign Language Recognition | PHOENIX14-T 2018 (dev) | WER18.3 | 13 | |
| Spoken Language Glossification | PHOENIX14T (test) | BLEU-425.7 | 12 | |
| Hallucination Regression | PHOENIX 2014T | Pearson-0.189 | 10 | |
| Hallucination Detection | PHOENIX 2014T | AUC94 | 10 | |
| Text-to-Pose | Phoenix 2014T | DTW PA-JPE (Body)3.68 | 8 | |
| Sign Language Production | Phoenix 14T | DTW-PA-JPE (Body)3.41 | 7 | |
| Sign Stitching | Phoenix-2014T (test) | DTW-J0 | 7 |