Prompt effects on models are irreducibly about the specific prompt-model pair, not properties of either alone—and this interaction is detectable in task-free structural readouts where traditional mechanistic explanations break down.
This paper investigates how prompts interact with language models by examining a task-free structural property: the fixed-point behavior of short-window token prediction.