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Book Open access Jul 2026

A Proxy-Guided Multi-Objective Framework for Configuration Optimization in Merging Large Language Models

OptiMerge is proposed, a novel multi-objective evolutionary framework tailored for LLM model merging that discovers well-structured Pareto fronts and achieves improved performance trade-offs compared to base models and grid-search baselines.

Sri Srinivasa Raju Modampuri, Aojun Lu, Yanan Sun · 0 citations