AINeutralarXiv – CS AI · 7h ago6/10
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SkillPager: Query-Adaptive Intra-Skill Navigation via Semantic Node Retrieval
SkillPager is a novel retrieval framework that optimizes how large language model agents access long procedural documents by selecting minimal, execution-sufficient context from skill documents. The system achieves 78.89% sufficiency while reducing prompt tokens by 47.04% compared to full-document prompting, demonstrating that typed semantic granularity significantly improves efficiency in skill-based LLM agent systems.