3 papers
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
Routing Ceilings Are Domain-Independent: Structural Prior Injection in Code Security Vulnerability Detection
Manuel Israel Cázares
Large language models (LLMs) exhibit a well-documented gap between latent capability and consistent activation: the router hypothesis posits that models possess the knowledge to so…
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…