Haiqing Li

Learning from Guidelines: Structured Prompt Optimization for Expert Annotation Tasks

2026 · Proceedings of the AAAI Conference on Artificial Intelligence

Deep learning has significantly advanced numerous fields by training on extensive annotated datasets. However, this data-driven paradigm faces limitations such as limited adaptability and high annotation costs, particularly when precise adherence to detailed, domain-specific guidelines …