SCIR: A Self-Correcting Iterative Refinement Framework for Enhanced Information Extraction Based on Schema. - Yushen Fang; Jianjun Li 010; Mingqian Ding; Chang Liu; Xinchi Zou; Wenqi Yang (AAAI, 2026)

GASE: Graph-Aware Semantic Embedding Learning with Frozen LLMs for Text-Attributed Graphs. - Mingqian Ding; Jianjun Li 010; Wenqi Yang; Zhibo Zhang 009; Yushen Fang (ACL (1), 2026)

MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision. - Wenqi Yang; Jianjun Li 010; Zhibo Zhang 009; Mingqian Ding; Yushen Fang (ACL (1), 2026)