Paper Acceptance Decision on ICLR submissions 2025
89.8AccuracyGraphReview
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphReviewIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=true, Review Text=true, Data Leakage Risk=low risk2026.05 | 89.8 | 88.06 | 95.9 | 78.93 | |
| NAIPv2-8BIntrinsic Quality=true, Synchronic Links=false, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 72.6 | 67.8 | 76.27 | 60.87 | |
| CNPE-7BIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 72.4 | 67.27 | 73.15 | 59.5 | |
| GPT-5-MiniIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=high risk2026.05 | 71 | 66.05 | 71.04 | 58.74 | |
| AIScientistIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 71 | 54.17 | 64.18 | 53.5 | |
| SEA-7BIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 69.6 | 41.04 | 54.59 | 41.41 | |
| DeepReview-14BIntrinsic Quality=true, Synchronic Links=developed but not enabled, Diachronic Links=true, Review Text=false, Data Leakage Risk=low risk2026.05 | 68.6 | 62.4 | 64.94 | 55.4 | |
| PairReviewIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 67 | 57.85 | 61.53 | 50.15 | |
| CycleReviewer-8BIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 66.2 | 53 | 67.66 | 51.55 | |
| DeepReview-7BIntrinsic Quality=true, Synchronic Links=developed but not enabled, Diachronic Links=true, Review Text=false, Data Leakage Risk=low risk2026.05 | 65.4 | 54.7 | 58.9 | 49.79 | |
| DeepSeek-V3.2Intrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=high risk2026.05 | 61.8 | 55.27 | 59.75 | 51.23 | |
| NAIPv1-8BIntrinsic Quality=true, Synchronic Links=false, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 61 | 54 | 56.43 | 44.47 | |
| Gemini-2.5-FlashIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=high risk2026.05 | 60.6 | 53.87 | 55.57 | 44.88 | |
| GCNIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=true, Review Text=false, Data Leakage Risk=low risk2026.05 | 59.8 | 54.04 | 57.2 | 41.29 | |
| GATIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=true, Review Text=false, Data Leakage Risk=low risk2026.05 | 57.6 | 52.35 | 51.04 | 37.78 | |
| GraphSAGEIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=true, Review Text=false, Data Leakage Risk=low risk2026.05 | 56.4 | 51.43 | 50.55 | 37.58 | |
| AgentReviewIntrinsic Quality=true, Synchronic Links=true, Diachronic Links=false, Review Text=false, Data Leakage Risk=low risk2026.05 | 51.6 | 50.74 | 55.28 | 37.07 |