Peer Review Evaluation on ICLR Papers 2025
71.65AccuracyReViewGraph
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReViewGraph2025.11 | 71.65 | 72.04 | 72.01 | 71.65 | |
| DeepReviewParameters=14B, Configuration=Std2025.11 | 63.77 | 64.29 | 47.06 | 54.34 | |
| CycleReviewerParameters=70B2025.11 | 63.05 | 72.22 | 50.24 | 59.26 | |
| AI-Scientist2025.11 | 58.51 | 78.13 | 55.53 | 49.95 | |
| CoT-based Method2025.11 | 57.47 | 75.06 | 54.45 | 44.24 | |
| ICL-based Method2025.11 | 56.7 | 71.74 | 53.66 | 43.04 | |
| CycleReviewerParameters=8B2025.11 | 49.05 | 55.42 | 23.35 | 32.86 | |
| GraphEval2025.11 | 46.91 | 44.25 | 45.38 | 43.13 |