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Robert C. Wilson

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#machine learning Preprint Sep 2026

Counting on Thinking: Tracing Evidence Integration in Language Models

This work asks why evidence integration in large language models requires thinking, and reasoning trajectories showed models revisiting input, recounting letters, and checking intermediate counts that informed the answer, suggesting that thinking constructs the accumulated count that direct responses lack rather than r...

Jing-Ming Xue, Robert C. Wilson, Hua-Dong Xiong · 0 citations

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