XRJL-HKUST at SemEval-2021 Task 4: WordNet-Enhanced Dual Multi-head Co-Attention for Reading Comprehension of Abstract Meaning. - Yuxin Jiang; Ziyi Shou; Qijun Wang; Hao Wu; Fangzhen Lin (SemEval@ACL/IJCNLP, 2021)

Incorporating EDS Graph for AMR Parsing. - Ziyi Shou; Fangzhen Lin (*SEM, 2021)

AMR-DA: Data Augmentation by Abstract Meaning Representation. - Ziyi Shou; Yuxin Jiang; Fangzhen Lin (ACL (Findings), 2022)

Evaluate AMR Graph Similarity via Self-supervised Learning. - Ziyi Shou; Fangzhen Lin (ACL (1), 2023)

Using Language Models For Knowledge Acquisition in Natural Language Reasoning Problems. - Fangzhen Lin; Ziyi Shou; Chengcai Chen (CoRR, 2023)

Enhancing Semantic Understanding in Vision Language Models Using Meaning Representation Negative Generation. - Ziyi Shou; Fangzhen Lin (KiL@KDD, 2024)

Mathesis: Towards Formal Theorem Proving from Natural Languages. - Yu Xuejun; Jianyuan Zhong; Zijin Feng; Pengyi Zhai; Roozbeh Yousefzadeh; Wei Chong Ng; Haoxiong Liu; Ziyi Shou; Jing Xiong; Yudong Zhou; Claudia Ong; Austen Jeremy Sugiarto; et al. (CoRR, 2025)