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On the Token Value Inequality in Efficient Reasoning
Token value inequality in reasoning traces enables identifying core versus redundant tokens via log probabilities, yielding 76% token reduction with preserved accuracy via selective compression.
Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5