Text Classification on GLUE (COLA, SST2, MRPC, QQP, QNLI subset)
86.7COLABDPL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BDPL2026.02 | 86.7 | 94.3 | 80.4 | 83.2 | 85.8 | 3.67 | |
| AsynDBT2026.02 | 85.07 | 92.98 | 82.93 | 81.95 | 87.79 | 2.67 | |
| AdaICL2026.02 | 84.95 | 91.53 | 81.29 | 81.85 | 87.58 | 3.83 | |
| cenDBT2026.02 | 84.92 | 94.4 | 83.51 | 83.31 | 88.52 | 1.5 | |
| Zero-shot CoTzero-shot=true2026.02 | 84.5 | 90.5 | 76 | 73.5 | 79 | 6.5 | |
| Manual Prompt2026.02 | 83 | 93.5 | 77 | 81 | 84 | 6.17 | |
| RandomICL2026.02 | 71 | 72.8 | 78.5 | 82.3 | 87.8 | 5.17 | |
| KATE2026.02 | 70.9 | 69.5 | 77.9 | 79 | 87.4 | 6.83 | |
| Roberta2026.02 | 68.7 | 85.1 | 65 | 55.9 | 51.6 | 8.67 |