Human-in-the-loop Schema Induction. - Tianyi Zhang; Isaac Tham; Zhaoyi Hou; Jiaxuan Ren; Leon Zhou; Hainiu Xu; Li Zhang 039; Lara J. Martin; Rotem Dror; Sha Li; Heng Ji 001; Martha Palmer; et al. (ACL (demo), 2023)

Causal Reasoning of Entities and Events in Procedural Texts. - Li Zhang 039; Hainiu Xu; Yue Yang 006; Shuyan Zhou; Weiqiu You; Manni Arora; Chris Callison-Burch (EACL (Findings), 2023)

Human-in-the-Loop Schema Induction. - Tianyi Zhang; Isaac Tham; Zhaoyi Hou; Jiaxuan Ren; Liyang Zhou; Hainiu Xu; Li Zhang 039; Lara J. Martin; Rotem Dror; Sha Li; Heng Ji 001; Martha Palmer; et al. (CoRR, 2023)

Exploring the Curious Case of Code Prompts. - Li Zhang 039; Liam Dugan; Hainiu Xu; Chris Callison-Burch (CoRR, 2023)

RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text Detectors. - Liam Dugan; Alyssa Hwang; Filip Trhlík; Andrew Zhu; Josh Magnus Ludan; Hainiu Xu; Daphne Ippolito; Chris Callison-Burch (ACL (1), 2024)

Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond. - Xinyu Wang; Hainiu Xu; Lin Gui 003; Yulan He 001 (ACL (Findings), 2024)

OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models. - Hainiu Xu; Runcong Zhao; Lixing Zhu; Jinhua Du; Yulan He 001 (ACL (1), 2024)

Large Language Models Fall Short: Understanding Complex Relationships in Detective Narratives. - Runcong Zhao; Qinglin Zhu; Hainiu Xu; Jiazheng Li 002; Yuxiang Zhou; Yulan He 001; Lin Gui 003 (ACL (Findings), 2024)

OpenPI2.0: An Improved Dataset for Entity Tracking in Texts. - Li Zhang 039; Hainiu Xu; Abhinav Kommula; Chris Callison-Burch; Niket Tandon (EACL (1), 2024)

Calibrating LLMs with Preference Optimization on Thought Trees for Generating Rationale in Science Question Scoring. - Jiazheng Li 002; Hainiu Xu; Zhaoyue Sun; Yuxiang Zhou; David West; Cesare Aloisi; Yulan He 001 (EMNLP (Findings), 2024)

EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States. - Hainiu Xu; Siya Qi; Jiazheng Li 002; Yuxiang Zhou; Jinhua Du; Caroline Catmur; Yulan He 001 (ACL (Findings), 2025)

Modeling Subjectivity in Cognitive Appraisal with Language Models. - Yuxiang Zhou; Hainiu Xu; Desmond C. Ong; Petr Slovák; Yulan He 001 (CoRR, 2025)

EvolvTrip: Enhancing Literary Character Understanding with Temporal Theory-of-Mind Graphs. - Bohao Yang; Hainiu Xu; Jinhua Du; Ze Li; Yulan He 001; Chenghua Lin (CoRR, 2025)

SymbolicThought: Integrating Language Models and Symbolic Reasoning for Consistent and Interpretable Human Relationship Understanding. - Runcong Zhao; Qinglin Zhu; Hainiu Xu; Bin Liang 004; Lin Gui 003; Yulan He 001 (CoRR, 2025)