LLM-generated, encoding-specific local search functions can improve CDCL SAT solving on some structured problems, though gains are inconsistent and the best DFVS function is actually a generic WalkSAT variant.
Boosting the performance of SLS and CDCL solvers by preprocessor tuning
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Extracting Problem Structure with LLMs for Optimized SAT Local Search
LLM-generated, encoding-specific local search functions can improve CDCL SAT solving on some structured problems, though gains are inconsistent and the best DFVS function is actually a generic WalkSAT variant.