Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction. - Tianyu Gao 001; Xu Han 007; Yuzhuo Bai; Keyue Qiu; Zhiyu Xie 001; Yankai Lin; Zhiyuan Liu 001; Peng Li 030; Maosong Sun 001; Jie Zhou 016 (ACL/IJCNLP (Findings), 2021)

AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model. - I-Hung Hsu; Zhiyu Xie 001; Kuan-Hao Huang; Prem Natarajan; Nanyun Peng 001 (ACL (1), 2023)

A Reevaluation of Event Extraction: Past, Present, and Future Challenges. - Kuan-Hao Huang; I-Hung Hsu; Tanmay Parekh; Zhiyu Xie 001; Zixuan Zhang; Premkumar Natarajan; Kai-Wei Chang; Nanyun Peng 001; Heng Ji 001 (CoRR, 2023)

TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction. - Kuan-Hao Huang; I-Hung Hsu; Tanmay Parekh; Zhiyu Xie 001; Zixuan Zhang; Prem Natarajan; Kai-Wei Chang; Nanyun Peng 001; Heng Ji 001 (ACL (Findings), 2024)

Test-time Adaptation in Non-stationary Environments via Adaptive Representation Alignment. - Zhen-Yu Zhang; Zhiyu Xie 001; Huaxiu Yao; Masashi Sugiyama (NeurIPS, 2024)