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Mitigating Overthinking in Large Reasoning Language Models via Reasoning Path Deviation Monitoring
A reasoning path deviation metric detects high-entropy overthinking tokens to dynamically terminate redundant reasoning, improving performance and efficiency over existing early-exit methods.
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5