When Reasoning Goes Astray: Attention Dynamics of Uncontrolled Reasoning
Large reasoning models (LRMs) improve performance on complex tasks through extended reasoning, yet the same process can degenerate into redundant verification and persistent generation loops. Such uncontrolled reasoning increases inference cost and creates risks of resource exhaustion and service degradation. However,...
Yuan-He Zhang, Ziwei Wang, Jie Ren et al.
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