Beyond Aggregate Accuracy: Item-Level Transitions in Prompt Optimization

Automatic prompt optimization (APO) uses feedback from model responses to improve prompts automatically. However, its effectiveness is usually measured through overall scores, which do not reveal which questions become correct, which previously correct answers become wrong, or whether improvements…