Instruction following is a model's ability to reliably execute directions given in a prompt — writing in a certain tone, returning a particular format, or performing a defined task. It distinguishes useful assistants from raw text predictors. Models are trained to follow instructions through instruction tuning and RLHF. Poor instruction following leads to off-topic answers or ignored constraints.