Comment Prediction on Research Proposal Review (test)
3.42Review ScoreFeedback-to-Rubrics
Evaluation Results
| Method | Links | |
|---|---|---|
| Feedback-to-RubricsMethod Type=Rubric-based (Comment-wise refinement), Backbone=Gemini 3.1 Pro preview2026.05 | 3.42 | |
| Iterative rubric refinementMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.05 | 3.32 | |
| Initial rubricMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.05 | 3.21 | |
| Top-3 RAG with LLMMethod Type=Retrieval-based, Backbone=Gemini 3.1 Pro preview2026.05 | 3.05 | |
| No rubricMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.05 | 3 | |
| Top-1 retrievalMethod Type=Retrieval-based, Backbone=Gemini 3.1 Pro preview2026.05 | 0.71 |