跳到正文
研踪PaperTrail
← 研踪 PaperTrail

arXiv: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
arXiv ↗PDF ↗

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

AI 论文解读

基于摘要 · 非全文审阅

此版本尚未生成 AI 解读。解读由后台任务生成并按论文版本保存,登录后共享已有结果。

版本差异

目前只观测到一个版本,无法比较变化。之后收录新版本时,会在这里对照标题、作者、分类和摘要。

观测到的版本

相邻记录可能跳过中间版本;首次发现 v2 及以上也会标为版本更新。

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.

查看此版本解读 →查看此版本原文 ↗