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Preference Reconstruction on LiTBench Long Stories

71.9Preference AccuracySelf-Refine
58.712862.136465.5668.9836Jun 26, 2026

Evaluation results

MethodLinks
Self-RefineJudge Model=GPT-4o2026.0671.9
ToTJudge LLM=GPT-52026.0671.29
DICAIJudge LLM=GPT-52026.0671.2
CoTJudge LLM=GPT-52026.0670.69
CoTJudge Model=GPT-4o2026.0670.69
ToTJudge Model=GPT-4o2026.0669.28
DICAIJudge Model=GPT-4o2026.0668.7
CoT-SCJudge LLM=GPT-52026.0668.43
Self-RefineJudge LLM=GPT-52026.0668.02
ICAIJudge LLM=GPT-52026.0666.8
CoT-SCJudge Model=GPT-4o2026.0666.15
AutoRubricJudge LLM=GPT-52026.0663.21
ICAIJudge Model=GPT-4o2026.0662.89
AutoRubricJudge Model=GPT-4o2026.0659.22