A numerical magnitude aware multi-channel hierarchical encoding network for math word problem solving. - Junjie Xu; Yuzhong Chen; Lingsheng Xiao; Hongmiao Liao; Jiayuan Zhong; Chen Dong (Neural Comput. Appl., 2025)

Hierarchical fine-grained state-aware graph attention network for dialogue state tracking. - Hongmiao Liao; Yuzhong Chen; Deming Chen; Junjie Xu; Jiayuan Zhong; Chen Dong (J. Supercomput., 2025)