The evidence behind the guides

Sources

Find a study, check what it supports, and follow it back to a concern.

TopicCollection

Sources for Vendor lock-in of fine-tunes

2 sources

Guide citations are still under editorial review.

Sculley and colleagues · NeurIPS 2015 Research framework

Hidden Technical Debt in Machine Learning Systems (original source, new tab)

Explains maintenance problems, hidden dependencies, feedback loops and changes in machine-learning systems.

Bommasani and colleagues · 2021 Research report

On the Opportunities and Risks of Foundation Models (original source, new tab)

Discusses shared model dependencies and homogenization; not a current market-share estimate.

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