Fang, Y. et al. 2026. SCIR: A Self-Correcting Iterative Refinement Framework for Enhanced Information Extraction Based on Schema. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 36 (Mar. 2026), 30699–30707. DOI:https://doi.org/10.1609/aaai.v40i36.40326.