@article{reflectthenlearnactivepromptingforinform, title = {Reflect then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion}, author = {Dong Zhao and Yadong Wang and Xiang Chen and Chenxi Wang and Hongliang Dai and Chuanxing Geng and Shengzhong Zhang and Shaoyuan Li and Sheng-Jun Huang}, year = {2025}, eprint = {2508.10036}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.10036}, }