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20242026
most citedGraphTool-Instruction: Revolutionizing Graph Reasoning in LLMs through Decomposed Subtask Instruction

9 citations · 9 across the 9 of their papers we have counts for

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cs.AI2025

GraphCogent: Mitigating LLMs' Working Memory Constraints via Multi-Agent Collaboration in Complex Graph Understanding

Rongzheng Wang, Shuang Liang, Qizhi Chen +6

Large language models (LLMs) show promising performance on small-scale graph reasoning tasks but fail when handling real-world graphs with complex queries. This phenomenon arises f…