Recent Papers / arXiv:2606.00376
The Deterministic Horizon: When Extended Reasoning Fails and Tool Delegation Becomes Necessary
Dongxin Guo, Jikun Wu, Siu Ming Yiu
Abstract
Proves an attention bottleneck bound on state-tracking capacity; identifies a deterministic horizon d* ∈ [19,31] beyond which tool delegation is necessary.
Tool-integrated reasoning reaches 86–94% vs.
24–42% for neural CoT.
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