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cs.CL2026
A Certificate-Producing Cascade for Equational Implication: The SAIR EQT2 Stage 2 Solver
Haobo Ma, Wenlin Zhang, Manuel Israel Cázares
The SAIR Mathematics Distillation Challenge on Equational Theories asks a solver to classify whether one magma identity implies another and, for either verdict, to return a certifi…
cs.CL2026
Mechanism-level routing failure in LLMs over Lean-verified algebraic structures
Manuel Israel Cázares, Wenlin Zhang, Haobo Ma
We present an empirical study of structural routing failure in large language models (LLMs) over a formally verified algebraic corpus. The task requires selecting the correct proof…