SQI uses axiomatic constraints, hierarchical decomposition, and counterfactual verification to align linguistic reasoning with visual perception in frozen VLMs, achieving second place on the DataCV 2026 illusion challenge.
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Beyond Shortcuts: Mitigating Visual Illusions in Frozen VLMs via Qualitative Reasoning
SQI uses axiomatic constraints, hierarchical decomposition, and counterfactual verification to align linguistic reasoning with visual perception in frozen VLMs, achieving second place on the DataCV 2026 illusion challenge.