Artificial Intelligence

What is Foundation Model?

Quick answer

A large AI model trained on broad data that can be adapted to many tasks, such as writing, coding, or image analysis.

Foundation Model, explained

The term foundation model was popularized by Stanford researchers in 2021 to describe models trained on very large and varied datasets, which then serve as a base for many applications. Large language models are the best-known type, but foundation models also exist for images, audio, video, and scientific data.

Rather than training a new model for each task, a company can start from a foundation model and adapt it through prompting, retrieval, or fine-tuning. For example, a legal software vendor might use a general foundation model and add its own clause library so the model drafts contract summaries in the firm's style. Because many products depend on a small number of foundation models, their strengths, biases, and limitations tend to spread to everything built on top of them.

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