| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AG-NEWS | RoBERTa | Accuracy94.1 | 248 | 1mo ago | |
| AG News (test) | BERT-base w/ NS-LF | Accuracy94.7 | 228 | 3d ago | |
| TREC | RoBERTa_BASE + UniDrop | Accuracy98 | 207 | 1mo ago | |
| SST-2 (test) | Accuracy98 | 185 | 1mo ago | ||
| MR (test) | PLR-4 | Accuracy93.13 | 148 | 25d ago | |
| Yahoo! Answers (test) | EXAM | Clean Accuracy74.8 | 133 | 1mo ago | |
| SST-2 | LORA | Accuracy97.09 | 129 | 1mo ago | |
| 20News | Accuracy96.77 | 127 | 1mo ago | ||
| SST-2 | Heinsen Routing | Accuracy96 | 125 | 1mo ago | |
| AgNews | ULMFIT | Accuracy95 | 119 | 1mo ago | |
| AGNEWS | FreeLB | Clean Accuracy95.2 | 118 | 1mo ago | |
| TREC (test) | Accuracy97.2 | 115 | 25d ago | ||
| IMDB | Heinsen Routing | Accuracy96.2 | 112 | 8d ago | |
| DBpedia (DBP) | Accuracy99.2 | 110 | 1mo ago | ||
| MR | VLAWE | Accuracy93.3 | 106 | 1mo ago | |
| RTE | Accuracy84.4 | 96 | 4d ago | ||
| BoolQ | Accuracy90.7 | 84 | 1mo ago | ||
| Amazon | BadTemplate | Accuracy89.71 | 81 | 1mo ago | |
| IMDB (test) | MoLAM | Accuracy95.38 | 81 | 3d ago | |
| IMDB (test) | Protoformer | CA96.8 | 81 | 15d ago | |
| SST2 | LS-unLLaMA-2-7B | Accuracy97.36 | 71 | 1mo ago | |
| 20 Newsgroups (test) | Accuracy85.8 | 71 | 1mo ago | ||
| R8 | Drop Clause Tsetlin Machine | Accuracy98.94 | 71 | 3d ago | |
| Amazon | GNNAVI-GCN | Accuracy96.45 | 63 | 1mo ago | |
| AGNews | BERT-base | Accuracy94 | 61 | 8d ago |