DecoupleSearch: Decouple Planning and Search via Hierarchical Reward Modeling

In three linesDecoupleSearch decouples planning and search in agentic RAG systems using dual value models. A reasoning tree is constructed with Monte Carlo Tree Search to assess each step quality. Hierarchical Beam Search iteratively refines planning and search candidates during inference.

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