Peer Review Evaluation on ICLR Papers 2023
70.29AccuracyReViewGraph
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReViewGraph2025.11 | 70.29 | 69.85 | 69.92 | 69.89 | |
| CycleReviewerParameters=70B2025.11 | 61.23 | 82.43 | 39.35 | 53.28 | |
| DeepReviewParameters=14B, Configuration=Std2025.11 | 61.23 | 73.08 | 49.03 | 58.69 | |
| AI-Scientist2025.11 | 59.06 | 70.64 | 53.49 | 44.03 | |
| ICL-based Method2025.11 | 58.33 | 68.75 | 52.66 | 42.44 | |
| CoT-based Method2025.11 | 57.97 | 65.04 | 52.33 | 42.25 | |
| CycleReviewerParameters=8B2025.11 | 51.33 | 66.67 | 25.85 | 37.25 | |
| GraphEval2025.11 | 50 | 47.08 | 47.51 | 46.35 |