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A Human Behavioral Baseline for Collective Governance in Software Projects

arXiv 2510.08956 ↗First posted 10 Oct 2025cs.CL cs.AIcited by 0

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Abstract (arXiv)

We study how open source communities describe participation and control through version controlled governance documents. Using a corpus of 710 projects with paired snapshots, we parse text into actors, rules, actions, and objects, then group them and measure change with entropy for evenness, richness for diversity, and Jensen Shannon divergence for drift. Projects define more roles and more actions over time, and these are distributed more evenly, while the composition of rules remains stable. These findings indicate that governance grows by expanding and balancing categories of participation without major shifts in prescriptive force. The analysis provides a reproducible baseline for evaluating whether future AI mediated workflows concentrate or redistribute authority.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 13 of its 29 references that are in the map. First posted on arXiv 10 Oct 2025.

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References · 13

  1. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  2. 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 801
  3. 2018Higher-order Coreference Resolution with Coarse-to-fine Inferencecited by 150
  4. 2022Power to the People? Opportunities and Challenges for Participatory AIcited by 138
  5. 2023The Participatory Turn in AI Design: Theoretical Foundations and the Current State of Practicecited by 87
  6. 2023`It is currently hodgepodge'': Examining AI/ML Practitioners' Challenges during Co-production of Responsible AI Valuescited by 18
  7. 2024Generative AI for Pull Request Descriptions: Adoption, Impact, and Developer Interventionscited by 10
  8. 2021Quality Gatekeepers: Investigating the Effects ofCode Review Bots on Pull Request Activitiescited by 8
  9. 2025Algorithmic Collective Action with Two Collectivescited by 7
  10. 2023AI in Software Engineering: A Survey on Project Management Applicationscited by 4
  11. 2024NLP4Gov: A Comprehensive Library for Computational Policy Analysiscited by 4
  12. 2023Do We Run How We Say We Run? Formalization and Practice of Governance in OSS Communitiescited by 3
1 more
  1. 2023GitHub OSS Governance File Datasetcited by 1

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