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AI and Data

What Is Fine-Tuning?

Further training an existing AI model on a narrower set of examples, such as legal documents, so it performs better on that kind of work.

Legal Tech GlossaryBy The Circle Desk

Why It Matters

Fine-tuning can improve style and accuracy on specialist tasks, but it is expensive and the model has to be retrained as base models improve. Many legal vendors rely on RAG and prompting instead. If a vendor fine-tunes, ask whose data it was trained on.

Related Terms

Foundation model
A large, general-purpose AI model trained on broad data that other products are built on top of. Most LLMs are foundation models.
LLM (large language model)
The type of AI model behind ChatGPT, Claude, Gemini and most legal AI assistants, trained on very large amounts of text to predict and generate language.
Training on customer data
Whether a vendor uses the documents and prompts you send to improve its AI models.

General information, not legal advice. Part of the Legal Tech Glossary, 173 terms in plain English.