AIBullisharXiv – CS AI · 9h ago7/10
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The Context Gathering Decision Process: A POMDP Framework for Agentic Search
Researchers introduce the Context Gathering Decision Process (CGDP), a POMDP framework that formalizes how LLM agents should search and gather information from environments exceeding their context windows. The approach yields measurable improvements in multi-hop reasoning (up to 11.4%) and token efficiency (up to 39% savings) through explicit belief state management and programmatic exhaustion detection.