← 研踪 PaperTrailarXiv:2611.03739 · v1
Reasoning is topologically simple
首次提交 2026-11-02 08:12
版本更新 2026-11-02 08:12
雷达观测 2026-11-04 23:42
摘要
We formulate and investigate the hypothesis that reasoning text has simpler co-occurrence topology than non-reasoning text, and that higher-quality reasoning has simpler co-occurrence topology than lower-quality reasoning. We discuss and test applications to AI safety and AI evaluation.
作者备注:15 pages + 14 pages of appendices
观测到的版本
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v1 · 2026-11-02 08:12 · 最新观测版本
Reasoning is topologically simple
We formulate and investigate the hypothesis that reasoning text has simpler co-occurrence topology than non-reasoning text, and that higher-quality reasoning has simpler co-occurrence topology than lower-quality reasoning. We discuss and test applications to AI safety and AI evaluation.
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