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Multi-hop Question Answering on CofCA

45.3EMSARDI
31.88435.36738.8542.333Jun 4, 2026

Evaluation results

MethodLinks
SARDITraining Paradigm=Training-free, Backbone=DREAM-7B, Retrieval Strategy=SARDI, Diffusion Threshold (tau_c)=0.92026.0645.3
SARDITraining Paradigm=Training-free, Backbone=DREAM-7B, Retrieval Strategy=SARDI, Diffusion Threshold (tau_c)=0.952026.0644.9
Search-R1Training Paradigm=RL-trained, Backbone=Qwen2.5-7B2026.0644.4
DLM W/ RET@STATICTraining Paradigm=Training-free, Backbone=DREAM-7B, Retrieval Strategy=STATIC, Diffusion Threshold (tau_c)=0.92026.0643.4
ReActTraining Paradigm=Training-free, Backbone=Qwen2.5-7B2026.0642.9
AR W/ RET@1Training Paradigm=Training-free, Backbone=Qwen2.5-7B, Retrieval Strategy=RET@12026.0641.2
AR W/ RET@STATICTraining Paradigm=Training-free, Backbone=Qwen2.5-7B, Retrieval Strategy=STATIC2026.0641
AR W/ RET@10Training Paradigm=Training-free, Backbone=Qwen2.5-7B, Retrieval Strategy=RET@102026.0639.6
AdaptiveRAGTraining Paradigm=Training-free, Backbone=Qwen2.5-7B2026.0638.4
AR W/ RET@ADAPTIVETraining Paradigm=Training-free, Backbone=Qwen2.5-7B, Retrieval Strategy=ADAPTIVE2026.0632.4