Linguistic Acceptability Classification on CoLA (test) with Uncertainty Metrics
61.21MCCClaHF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ClaHFBackbone=RoBERTa2026.05 | 61.21 | — | — | — | 8.43 | — | — | |
| SFTBackbone=RoBERTa2026.05 | 59.73 | — | — | — | 11.77 | — | — | |
| ClaHFBackbone=T52026.05 | 59.23 | — | — | — | 11.75 | — | — | |
| ClaHFBackbone=Qwen32026.05 | 58.3 | — | — | — | 12.44 | — | — | |
| SFTBackbone=T52026.05 | 58.1 | — | — | — | 13.58 | — | — | |
| ClaHFBackbone=OPT2026.05 | 57.64 | — | — | — | 12.9 | — | — | |
| SFTBackbone=Qwen32026.05 | 56.94 | — | — | — | 13.68 | — | — | |
| SFTBackbone=OPT2026.05 | 56.42 | — | — | — | 13.95 | — | — | |
| ClaHFBackbone=BERT2026.05 | 56.1 | — | — | — | 12.16 | — | — | |
| SFTBackbone=BERT2026.05 | 55.07 | — | — | — | 14.3 | — | — | |
| DIRECTOR2026.02 | 32.05 | 18.69 | 64.71 | 89.53 | 12.88 | 7.68 | 42.2 | |
| SGPA2026.02 | 31.53 | 20.44 | 64.34 | 90.79 | 26.22 | 28.65 | 54.08 | |
| KEP2026.02 | 30.86 | 19.86 | 65.18 | 89.1 | 24.98 | 16.28 | 52.86 | |
| SV-DKL2026.02 | 30.07 | 22.76 | 61.98 | 89 | 25.71 | 17.96 | 54.4 | |
| MCD2026.02 | 30.04 | 20.66 | 64.53 | 89.51 | 24.96 | 17.83 | 53.52 | |
| TS2026.02 | 29.92 | 20.84 | 64.31 | 89.93 | 23.22 | 11.04 | 51.7 | |
| Transformer2026.02 | 29.92 | 20.8 | 64.22 | 90.01 | 26.44 | 19.66 | 55.09 | |
| KFLLA2026.02 | 29.89 | 20.82 | 64.22 | 89.87 | 24.36 | 12.16 | 52.8 |