Axiomatic World Modeling for Physics Reasoning.

arXiv:2610.24519v1 Announce Type: new Abstract: Recent research-level physics-reasoning benchmarks for LLMs reveal a failure mode that lies not in knowledge or execution, but in modeling the world being reasoned about. Models often silently alter given quantit