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Beijing University of Posts and Telecommunications, The Hong Kong University of Science and Technology (, IDEA Research, RoadMapper BUPT-Reasoning-Lab, Hithink RoyalFlush Information Network Co., Ltd, /RoadMapper BUPT-Reasoning-Lab/RoadMapper
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LLMs can now generate research roadmaps that are not only better but also far faster than those created by human experts, thanks to a novel multi-agent system.
Retrieval-augmented agents get a serious reasoning boost by explicitly evaluating their own retrieval quality at each step, leading to state-of-the-art performance on multi-hop question answering.