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Evolution AI Lab, The Chinese University of Hong Kong
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Unconstrained reflection loops in multi-agent systems actively induce logical drift, challenging the assumption that more reflection always leads to better reasoning.
Deeper recursion in Recursive Language Models can backfire, causing LLMs to "overthink" and paradoxically degrade performance on both complex reasoning and simple retrieval tasks.