| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Phoenix 2014T (test) | TwoStream-SLR (Ours) | WER0.193 | 41 | 1mo ago | |
| Phoenix 2014 (dev) | TwoStream-SLR | WER17.7 | 32 | 1mo ago | |
| CSL-Daily (test) | TwoStream-SLR (Ours) | WER0.253 | 19 | 1mo ago | |
| SLR500 | SignBERT+ (+ R) | Accuracy97.8 | 19 | 1mo ago | |
| Phoenix 2014 (test) | TwoStream-SLR | WER18.8 | 17 | 1mo ago | |
| WLASL (test) | Multi-dataset co-training | Top-1 Accuracy66.82 | 17 | 1mo ago | |
| WLASL2000 | LA-Sign | P-I Accuracy64.73 | 15 | 18d ago | |
| AUTSL (test) | Rank-1 Accuracy98.6 | 14 | 1mo ago | ||
| CSL-Daily (dev) | TwoStream-SLR | WER25.4 | 12 | 1mo ago | |
| WLASL2000 v1.0 (test) | NLA-SLR | Per-instance Top-1 Acc0.6126 | 12 | 1mo ago | |
| MSASL 200 | LA-Sign | Per-class Accuracy (P-C)94.1 | 11 | 18d ago | |
| WLASL 300 | LA-Sign | P-I88.66 | 11 | 18d ago | |
| RWTH-PhoenixT (dev) | SignBERT+ | Word Error Rate18.8 | 11 | 1mo ago | |
| MSASL 1000 (test) | LA-Sign | Per-class Acc79.64 | 11 | 18d ago | |
| WLASL 100 v1.0 (test) | Siformer | Top-1 Accuracy86.5 | 10 | 1mo ago | |
| WLASL-100 | PHONSSM | Top-1 Accuracy88.37 | 9 | 6d ago | |
| NMFs-CSL | NLA-SLR | Top-1 Acc83.7 | 9 | 1mo ago | |
| WLASL300 v1.0 (test) | NLA-SLR | Top-1 Accuracy (Per-instance)86.98 | 9 | 1mo ago | |
| ISL | ResNet18 | Accuracy99.97 | 8 | 6d ago | |
| LSA 64 (test) | Top-1 Accuracy100 | 8 | 1mo ago | ||
| MSASL 100 (test) | NLA-SLR | Per-class Top-1 Acc91.24 | 8 | 1mo ago | |
| MSASL 200 (test) | NLA-SLR | Per-class Top-1 Acc89.86 | 8 | 1mo ago | |
| WLASL | HWGAT | Top-1 Accuracy48.49 | 7 | 1mo ago | |
| CSL | AdaBrowse+ | WER0.7 | 7 | 1mo ago | |
| WLASL 300 (test) | EnsAug | Accuracy61.1 | 6 | 1mo ago |
