generating

Definition

Producing output rather than selecting from a fixed set. For language models it means emitting tokens one at a time, each conditioned on everything before it; for images and audio the two main routes are diffusion, which iteratively refines noise, and autoregressive prediction over discrete units. The contrast with classification or retrieval matters most for evaluation: the output space is effectively unbounded, so there is no single correct answer to check against.