most citedSphUnc: Hyperspherical Uncertainty Decomposition and Causal Identification via Information Geometry

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cs.AI2026

Do LLMs Build World Models From Text? A Multilingual Diagnostic of Spatial Reasoning

Zhikai Pan, Chih-Ting Liao, Chunrui Liu +5

Whether large language models (LLMs) construct internal spatial world models from pure-text descriptions remains contested, and whether such capabilities transfer across languages…