| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Ternary Research Idea Classification | D_point | Accuracy (3 Class)73.73 | 7 | |
| Binary Research Idea Classification | D_point NeurIPS25 and ICLR25 | Acc275.58 | 7 | |
| Research Idea Evaluation | D_point (randomly sampled 60 instances) | Rationality Win Rate0.8848 | 5 |