| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CoLA | LoRA-Mixer (ours) | Accuracy (CoLA)85.91 | 108 | 24d ago | |
| CoLA (test) | MAS | Avg Accuracy86.34 | 56 | 1mo ago | |
| CoLA | RAC | Generalization Error Approximation (G(W))0.25 | 40 | 1mo ago | |
| COLA | Finetune | Accuracy83.43 | 31 | 4mo ago | |
| URBLIMP | DunbaaBERT32k | Aspect Accuracy100 | 10 | 1mo ago | |
| BLiMP English (all) | Qwen 3 1.7B | Accuracy81.6 | 9 | 4mo ago | |
| CoLA GLUE (val) | MCD | Accuracy84.76 | 9 | 4mo ago | |
| CoLA (dev) | UNIMO | Matthews Correlation68.5 | 8 | 4mo ago | |
| IP English | Qwen 3 1.7B | Accuracy1.143 | 8 | 4mo ago | |
| BLiMP | PoPE | Accuracy82.03 | 6 | 1mo ago | |
| CoLA (OOD) | DIRECTOR | MCC23.06 | 6 | 4mo ago | |
| CoLA | SL-SAM | Max Memory (MB)3,080 | 5 | 4mo ago | |
| COLA | LLaVA+LIM | Accuracy68 | 2 | 2mo ago | |
| CoLA (train) | AQ-SGD | Training Throughput17.9 | 2 | 4mo ago |