Towards Openness Beyond Open Access: User Journeys through 3 Open AI Collaboratives
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Abstract (arXiv)
Open Artificial Intelligence (Open source AI) collaboratives offer alternative pathways for how AI can be developed beyond well-resourced technology companies and who can be a part of the process. To understand how and why they work and what additionality they bring to the landscape, we focus on three such communities, each focused on a different kind of activity around AI: building models (BigScience workshop), tools and ways of working (The Turing Way), and ecosystems (Mozilla Festival's Building Trustworthy AI Working Group). First, we document the community structures that facilitate these distributed, volunteer-led teams, comparing the collaboration styles that drive each group towards their specific goals. Through interviews with community leaders, we map user journeys for how members discover, join, contribute, and participate. Ultimately, this paper aims to highlight the diversity of AI work and workers that have come forth through these collaborations and how they offer a broader practice of openness to the AI space.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 20 Jan 2023.
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Citing papers per year: 2023: 1; 2024: 4; 2025: 2.
7 papers.
- 2023PTW: Pivotal Tuning Watermarking for Pre-Trained Image Generatorscited by 37
- 2024The Model Openness Framework: Promoting Completeness and Openness for Reproducibility, Transparency, and Usability in Artificial Intelligencecited by 23
- 2024The AI Community Building the Future? A Quantitative Analysis of Development Activity on Hugging Face Hubcited by 18
- 2024The Future of Open Human Feedbackcited by 10
- 2024Why Companies "Democratise" Artificial Intelligence: The Case of Open Source Software Donationscited by 4
- 2025A Cartography of Open Collaboration in Open Source AI: Mapping Practices, Motivations, and Governance in 14 Open Large Language Model Projectscited by 1
- 2025Opening the Scope of Openness in AIcited by 0
- 2025A Cartography of Open Collaboration in Open Source AI: Mapping Practices, Motivations, and Governance in 14 Open Large Language Model Projects29 Sep 2025
- 2025Opening the Scope of Openness in AI9 May 2025
- 2024Why Companies "Democratise" Artificial Intelligence: The Case of Open Source Software Donations26 Sep 2024
- 2024The Future of Open Human Feedback15 Aug 2024
- 2024The AI Community Building the Future? A Quantitative Analysis of Development Activity on Hugging Face Hub20 May 2024
- 2024The Model Openness Framework: Promoting Completeness and Openness for Reproducibility, Transparency, and Usability in Artificial Intelligence20 Mar 2024
- 2023PTW: Pivotal Tuning Watermarking for Pre-Trained Image Generators14 Apr 2023