CodeEvolve uses runtime-guided target selection and MCTS-augmented LLM evolution to optimize real Java and Apex code, reporting 15.22x average speedup on seven hotspots while preserving correctness.
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CodeEvolve: LLM-Driven Evolutionary Optimization with Runtime-Enriched Target Selection for Multi-Language Code Enhancement
CodeEvolve uses runtime-guided target selection and MCTS-augmented LLM evolution to optimize real Java and Apex code, reporting 15.22x average speedup on seven hotspots while preserving correctness.