Controlled Generation

A more deliberate form of conditioning where specific attributes of the output are explicitly constrained, such as generating text with a particular sentiment, style, or structure. Controlled generation is important in applications where outputs must meet precise requirements, such as legal document drafting or brand-compliant marketing content.
See also: conditioning, prompt engineering, generative AI.