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Institute for Infocomm Research (I虏R)
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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 can achieve state-of-the-art reasoning accuracy with significantly fewer tokens by rewarding intermediate reasoning steps that maximize information gain and maintain monotonic progress.
