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Grounding Spatial Relations in a Compact World Model: Instruction Leakage and a Goal-Free Dynamics Fix

arXiv cs.AI · 2026-07-09 Cached

This paper identifies a confound called 'instruction leakage' in goal-conditioned compact world models for spatial relations, where the model achieves high accuracy by transcribing the instruction rather than genuinely grounding the relation. The authors propose a detection protocol and a fix that removes the goal from the dynamics and supervises the read path, recovering genuine grounding.

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