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The University of Manchester
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Over 10% performance improvement in experiment reproduction reveals the power of hierarchical coordination in multi-agent systems for computational research.
LLMs often fail to reconcile conflicting information from text and knowledge graphs, instead latching onto a single source based on prompting, highlighting a critical vulnerability in RAG systems.
