smart-search-query-refinement

Improve LLM search agents by optimizing query quality at each step using process-level rewards. Framework teaches agents to iteratively refine search queries through imitation, alignment, and generalization stages. Agents learn to identify low-quality queries and regenerate improved ones, significantly improving search efficiency and answer quality on knowl…

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