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F. Sadak

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Preprint Oct 2026

Geometric Parrots: Rule Absence vs. Rule Fragility in Spatial and Physical Reasoning for Vision-Language Models

Vision-language models (VLMs) can answer many geometric and physical reasoning questions correctly, yet still behave inconsistently in interaction, for example, abandoning a correct answer when confronted with a confident but incorrect user assertion. Standard single-turn accuracy cannot distinguish such capitulations...

Bilal Jawaid, Hamza Hanif, Muhammad Maaz Uddin et al. · 0 citations

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