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cs.CL2026
Cognition on Graph: Navigating Massive Knowledge Space via Cognitive Cycles and Bidirectional Graph-Text Synergy
Gengxian Zhou, Jian Xu, Zichen Tang +3
Retrieval-Augmented Generation (RAG) has empowered Large Language Models (LLMs) to tackle knowledge-intensive tasks. However, navigating global, heterogeneous knowledge bases (larg…
cs.CL2026
RoadMapper: A Multi-Agent System for Roadmap Generation of Solving Complex Research Problems
Jiacheng Liu, Zichen Tang, Zhongjun Yang +8
People commonly leverage structured content to accelerate knowledge acquisition and research problem solving. Among these, roadmaps guide researchers through hierarchical subtasks…