Marta Kwiatkowska
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2026
Reliable Reasoning with Large Language Models via Preference-Based Maximum Satisfiability
The paper proposes a hybrid reasoning framework where Large Language Models (LLMs) generate code to encode complex optimization problems into a preference-based Maximum Satisfiability (MaxSAT) format, which is then solved by an exact solver to achieve verifiable and highly accurate results.
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