写作作为自组织临界过程
Writing as a Self-Organized Critical Process
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中文总结 AI 辅助
本文通过自组织临界性解释文本自相关衰减幂律,分析KLiCKe击键数据集,发现文本修订产生朝向临界流形的恢复动力学,表明人类写作动态调节语义相关性至临界状态。
中文摘要 AI 辅助
我们通过自组织临界性解释了文本中普遍存在的自相关衰减幂律。具体而言,我们分析了最近发布的KLiCKe击键数据集,并表明不仅最终文本的自相关形成一个遵循具有有限尺寸标度的幂律的流形,而且文本修订还会产生依赖于修订大小的恢复动力学,朝向该流形。因此,人类写作似乎动态地将文本中的语义相关性调节到临界状态。
英文摘要
We explain autocorrelation decay power laws omnipresent in texts by self-organized criticality. Specifically, we analyze the recently released KLiCKe keystroke dataset and show that not only the final texts' autocorrelations form a manifold that adheres to a power law with a finite-size scaling, but also the text revisions generate revision-size-dependent restoring dynamics toward that manifold. Thus, human writing appears to dynamically regulate semantic correlations in a text toward a critical state.
发表机构
- NTR Labs(NTR实验室)
- Higher IT School of Tomsk State University(托木斯克国立大学高等IT学院)
机构由 AI 辅助整理,请以论文原文为准。