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Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning
SWAP assigns step-level length penalties based on reasoning contribution, cutting chain-of-thought length by 64.3% and boosting accuracy 5.7% over base models.
Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026
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9/20 AI panelreviewers recommend it
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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5