| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AG News (test) | Label-free | Accuracy91.7 | 48 | 2mo ago | |
| AG News | Gemini-2.5-Flash | Accuracy87.2 | 9 | 1mo ago | |
| XGLUE-NC (test) | LoRA | Accuracy (Non-Fed)87.8 | 8 | 5mo ago | |
| KINNEWS | NTK-Selector | F1 Score70.8 | 7 | 1mo ago | |
| AG News subset targeted BERT-small (test) | Rep | AUC-DEL Plus-0.016 | 7 | 5mo ago | |
| XGLUE News Classification (test) | CLHG | Accuracy (DE)85 | 5 | 5mo ago | |
| BBCN (val) | Accuracy31.8 | 4 | 4mo ago | ||
| AGN (val) | IA2 → SFT | Accuracy31.8 | 4 | 4mo ago | |
| MIND (test) | - | - | 0 | 5mo ago |