AINeutralarXiv – CS AI · 5h ago6/10
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The Sword, Shield, and Achilles' Heel: Characterizing the Linguistic Inductive Bias of Large Language Models for Spatial Reasoning in Navigation Planning
Researchers propose a framework to evaluate how linguistic structures and contextual features shape Large Language Model behavior in spatial reasoning tasks. The study reveals that topological information provides robust navigation planning, linguistic format effectiveness depends on model size, and semantic errors can critically undermine performance.