Peer Review Evaluation on ICLR Papers 2024
66.1AccuracyReViewGraph
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReViewGraph2025.11 | 66.1 | 65.48 | 65.73 | 65.54 | |
| CoT-based Method2025.11 | 61.64 | 71.35 | 54.8 | 47.38 | |
| ICL-based Method2025.11 | 61.3 | 70.69 | 54.39 | 46.65 | |
| AI-Scientist2025.11 | 60.48 | 67.32 | 53.69 | 45.65 | |
| DeepReviewParameters=14B, Configuration=Std2025.11 | 59.93 | 69.7 | 54.44 | 61.13 | |
| CycleReviewerParameters=70B2025.11 | 57.73 | 71.3 | 45.56 | 55.6 | |
| GraphEval2025.11 | 48.97 | 44.23 | 45.3 | 43.75 | |
| CycleReviewerParameters=8B2025.11 | 47.83 | 66.67 | 21.12 | 32.08 |