Across 6,064 bin-packing instances from 12 datasets, the hand-designed Best-Fit heuristic outperforms most LLM-evolved heuristics, which do not generalize beyond their training distributions.
Journal of the Operational Research Society 64(12), 1695–1724 (2013)
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Beyond the Hype: Benchmarking LLM-Evolved Heuristics for Bin Packing
Across 6,064 bin-packing instances from 12 datasets, the hand-designed Best-Fit heuristic outperforms most LLM-evolved heuristics, which do not generalize beyond their training distributions.