Review Generation on PeerRead and OpenReview (test)
55.91ROUGE-1EGTR-Review (Teacher)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EGTR-Review (Teacher)Version=Teacher2026.06 | 55.91 | 16.3 | 26.8 | 87.4 | 53.6 | 56.2 | 54.87 | 5.47 | |
| EGTR-Review (Student)Version=Student2026.06 | 49.2 | 14.35 | 23.6 | 85.6 | 47.44 | 49.51 | 48.45 | 5.14 | |
| TreeReview2026.06 | 48.9 | 14.15 | 22.75 | 84.45 | 46.8 | 48.96 | 47.86 | 4.78 | |
| SEA-E2026.06 | 42.8 | 12.9 | 22.3 | 83.65 | 42.1 | 44 | 43.03 | 4.26 | |
| SWIF2T2026.06 | 41.2 | 13.17 | 21.3 | 83.7 | 40.5 | 42.2 | 41.33 | 4.08 | |
| Reviewer22026.06 | 36.88 | 8.04 | 17.77 | 83.65 | 36.4 | 38.1 | 37.23 | 3.91 | |
| ReviewMT-SFTTraining=Supervised Fine-Tuning2026.06 | 35.76 | 8.75 | 18.75 | 82.8 | 34.2 | 36.5 | 35.31 | 3.73 | |
| Criteria-guided LLMPrompting=Criteria-guided2026.06 | 33.68 | 6.58 | 16.79 | 82.18 | 33.4 | 35.65 | 34.49 | 3.79 | |
| Zero-Shot LLMPrompting=Zero-Shot2026.06 | 30.42 | 6.15 | 14.85 | 81.16 | 30.85 | 33.2 | 31.99 | 3.68 |