mlsanityData to 14 Oct 2026

Writing as a Self-Organized Critical Process

arXiv 2610.05466 ↗First posted 4 Oct 2026cs.CLcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 53 references that are in the map. First posted on arXiv 4 Oct 2026.

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References · 6

  1. 2016Enriching Word Vectors with Subword Informationcited by 1,583
  2. 2018Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterioncited by 70
  3. 2016Criticality in Formal Languages and Statistical Physicscited by 35
  4. 2023Autocorrelations Decay in Texts and Applicability Limits of Language Modelscited by 9
  5. 2025States of LLM-generated Texts and Phase Transitions between themcited by 3
  6. 2025Rethinking the Relationship between the Power Law and Hierarchical Structurescited by 1

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