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Comment Prediction on Essay Review (test)

8.71Essay Review ScoreFeedback-to-Rubrics
2.7824.3215.867.399May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Feedback-to-RubricsMethod Type=Rubric-based (Comment-wise refinement), Backbone=Gemini 3.1 Pro preview2026.058.71
Iterative rubric refinementMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.058.6
Initial rubricMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.058.54
Top-3 RAG with LLMMethod Type=Retrieval-based, Backbone=Gemini 3.1 Pro preview2026.058.39
No rubricMethod Type=Rubric-based (Ablation), Backbone=Gemini 3.1 Pro preview2026.057.98
Top-1 retrievalMethod Type=Retrieval-based, Backbone=Gemini 3.1 Pro preview2026.053.01