모델 Merging

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Model Merging: Combining Pre trained Models When to Use This Skill Use Model Merging when you need to: Combine capabilities from multiple fine tuned models without retraining Create specialized models by blending domain specific expertise (math + coding + chat) Improve performance beyond single models (often +5 10% on benchmarks) Reduce training costs no GPUs needed, merges run on CPU Experiment rapidly create new model variants in minutes, not days Preserve multiple skills merge without catastrophic forgetting Success Stories : Marcoro14 7B slerp (best on Open LLM Leaderboard 02/2024), many top HuggingFace models use merging Tools : mergekit (Arcee AI), LazyMergekit, Model Soup Installation…