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Re-ranking on Randomly Retrieved Candidates

0.9167Hit Ratio@3SFT-DPO
0.7309560.7791780.82740.875622Dec 3, 2025

Evaluation results

MethodLinks
SFT-DPOSetting=Supervised Fine-Tuning + Direct Preference Optimization2025.120.91670.1440.48020.52870.95240.18930.37860.639410.3310.3310.4528——
LLM Re-RankerSetting=Zero-shot2025.120.85710.13690.45630.48320.92860.19640.39290.43140.97620.29640.29640.3503——
Non-RankerMode=Retriever Baseline2025.120.73810.10120.33730.36790.90480.17140.34290.363710.32980.32980.3468——