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engineering

Fine-tuning

In one sentence

Continuing to train an existing model on a smaller, specific dataset to specialise its behaviour.

In more depth

Unlike prompting, fine-tuning genuinely changes the model's weights. It is a deliberate offline process requiring a curated dataset, and it is usually reached for only after prompting and retrieval have been shown to be insufficient.