LLM-guided evolutionary search, aided by scaffolding and self-correction, discovered a 3D packing scoring function competitive with human heuristics, but the model invented no new algorithm structures and its results degraded under added constraints.
The exact solutions of several types of container loading problems
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Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem
LLM-guided evolutionary search, aided by scaffolding and self-correction, discovered a 3D packing scoring function competitive with human heuristics, but the model invented no new algorithm structures and its results degraded under added constraints.