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Logit Divergence Analysis on Physical reasoning domain (calibration set)

0.92Mean KL Divergence (nats)µCRASP
0.53643.12575.7158.3043May 25, 2026

Evaluation results

MethodLinks
µCRASPBase Model=Qwen2.5-VL-7B, Pruning Ratio=30%2026.050.921
LLM-PrunerBase Model=Qwen2.5-VL-7B, Pruning Ratio=30%2026.051.531.7
Wanda-SPBase Model=Qwen2.5-VL-7B, Pruning Ratio=30%2026.053.313.6
FLAPBase Model=Qwen2.5-VL-7B, Pruning Ratio=30%2026.054.114.5
Attribution PruningBase Model=Qwen2.5-VL-7B, Pruning Ratio=30%2026.0510.5111.4