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benchmarking 1large language models 1physics problem solving 1statistical mechanics 1symbolic reasoning 1

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1 paper

cs.AI2026

Exploring Structures in Physics Problems: Can AI Agents Discover Statistical Mechanical Mappings?

Wanyu Zhao, Wanbing Zhao

The paper studies whether large language model agents can discover statistical‑mechanical mappings for physics problems, introducing a benchmark of Ising‑type tasks and evaluating…