PRTA:Joint extraction of medical nested entities and overlapping relation via parameter sharing progressive recognition and targeted assignment decoding scheme. - Bowen Liu 011; Hong Song; Yucong Lin; Xutao Weng; Zhaoli Su; Xinyan Zhao; Jian Yang 009 (Comput. Biol. Medicine, 2024)

MedKit: Multi-level feature distillation with knowledge injection for radiology report generation. - Zhaoli Su; Hong Song; Yucong Lin; You Wu; Xutao Weng; Zhongxuan Mao; Bowen Liu 011; Hongxia Yin; Jian Yang 009 (Expert Syst. Appl., 2026)

Magic: AN LLM-based multi-agent activated graph-reasoning intelligent collaboration model for liver disease diagnosis. - Bowen Liu 011; Yaqing Nie; Hong Song; Yucong Lin; Jingtao Li; Xutao Weng; Zhaoli Su; Yuhong Suo; Tingting Lv; Xinyan Zhao; Jian Yang 009 (Inf. Fusion, 2026)