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nnsight

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Code for the paper "Vision-Default, Prior-Override: Causal Mechanisms of Perception-Knowledge Conflict in Vision-Language Models." Activation patching, knockout ablation, and mechanistic analysis of how VLMs resolve perception-knowledge conflicts, across Qwen 2.5 VL, LLaVA-NeXT, and PaliGemma 2.

  • Updated Jun 22, 2026
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