Jargonautica
Extending and Applying Models

Foundation Model

Also called: Foundation Models

A large, general purpose model that many different applications are built on top of. One expensive model is trained once, then thousands of products use it for different purposes. This is the economic structure of the current industry: a small number of organisations can afford to train these models, and a very large number build on them.

Technical view

The term was coined in 2021 to capture both the generality of these models and the fact that downstream systems inherit their properties. Inherited weaknesses, biases or failure modes propagate to everything built on top, which is why the concentration of the field around a handful of base models is itself a matter of concern for some researchers and regulators.


Part of AI Terminology Index, section: Extending and Applying Models.

How it connects

Foundation Model links to 14 other terms, and the 12 closest are drawn here. The faint lines are links between those terms. See it in the full graph.

Large Language ModelLarge Language ModelMultimodalMultimodalGenerative AIGenerative AIRobotics and Embodied AIRobotics and Embodi…Pre-trained ModelPre-trained ModelFrontier AIFrontier AIGeneral-purpose AI ModelGeneral-purpose AI …Transfer LearningTransfer LearningBiasBiasOpen WeightsOpen WeightsConcentration of PowerConcentration of Po…AI WrapperAI WrapperFoundation Model