Interconnects

On the current definitions of open-source AI and the state of the data commons

Aug 28, 2024

The discussion dives deep into the evolving definitions of open-source AI. It highlights the challenges faced by the data commons and the necessity for better documentation. Concerns about the implications of mandating fully released data are raised. Frustration with existing definitions is palpable, as examples are urgently needed to clarify the landscape. The dialogue emphasizes the balance between accessibility and regulation in the AI realm.

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Quick takeaways

The definition of open source AI is being shaped by ongoing discussions balancing transparency for reproducibility with accessibility for users.

Challenges in data collection, including copyright issues and restrictive access, threaten both transparency and the growth of open source AI.

Deep dives

The Evolving Definition of Open Source AI

The definition of open source AI is currently a work in progress, with significant focus on the documentation and availability of data used in training models. A consensus is being sought among various stakeholders in the open AI ecosystem, including major players like Meta and smaller contributors, but inconsistencies persist in how open source is defined. The latest version of the definition attempts to balance two perspectives: those advocating for complete transparency for reproducibility, and those favoring ease of access to models. While a stable definition is anticipated, it is acknowledged that this definition may still evolve, reflecting ongoing discussions and the changing nature of the AI landscape.

Navigating the Evolving Landscape of Open-Source AI Definitions

8min

The Open Source Initiative is working towards a definition.
This is AI generated audio with Python and 11Labs.
Source code: https://github.com/natolambert/interconnects-tools
Original post: https://www.interconnects.ai/p/defining-open-source-ai

0:00 On the current definitions of open-source AI and the state of the data commons
3:17 Reasons to not mandate fully released data
4:24 Sufficient but not exhaustive data docs
5:22 Frustration with the data commons
7:04 We need more examples to define the definition

Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/defining-open-source/img_005.png

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