Jikun Wu
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126
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AI×1NLP×1ML×1
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2026
The Deterministic Horizon: When Extended Reasoning Fails and Tool Delegation Becomes Necessary
The paper demonstrates that extended pure neural reasoning fails on complex, deterministic state-tracking tasks beyond a certain 'Deterministic Horizon,' necessitating the integration of external tools for reliable performance.
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