TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining. - Qing Zong; Zhaowei Wang 003; Baixuan Xu; Tianshi Zheng; Haochen Shi; Weiqi Wang 001; Yangqiu Song; Ginny Y. Wong; Simon See (ArgMining@EMNLP, 2023)

KnowComp Submission for WMT23 Sign Language Translation Task. - Baixuan Xu; Haochen Shi; Tianshi Zheng; Qing Zong; Weiqi Wang 001; Zhaowei Wang 003; Yangqiu Song (WMT, 2023)

Abductive Logical Reasoning on Knowledge Graphs. - Jiaxin Bai; Yicheng Wang; Tianshi Zheng; Yue Guo; Xin Liu 039; Yangqiu Song (CoRR, 2023)

Sequential Query Encoding for Complex Query Answering on Knowledge Graphs. - Jiaxin Bai; Tianshi Zheng; Yangqiu Song (Trans. Mach. Learn. Res., 2023)

Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation. - Jiaxin Bai; Yicheng Wang; Tianshi Zheng; Yue Guo; Xin Liu 039; Yangqiu Song (ACL (1), 2024)

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction. - Zheye Deng; Chunkit Chan; Weiqi Wang 001; Yuxi Sun 010; Wei Fan 001; Tianshi Zheng; Yauwai Yim; Yangqiu Song (EMNLP, 2024)

Evaluating and Enhancing LLMs Agent Based on Theory of Mind in Guandan: A Multi-Player Cooperative Game Under Imperfect Information. - Yauwai Yim; Chunkit Chan; Tianyu Shi; Zheye Deng; Wei Fan 001; Tianshi Zheng; Yangqiu Song (WI/IAT, 2024)

CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge. - Tianshi Zheng; Jiaxin Bai; Yicheng Wang; Tianqing Fang; Yue Guo; Yauwai Yim; Yangqiu Song (CoRR, 2024)

Assessing the Robustness of Retrieval-Augmented Generation Systems in K-12 Educational Question Answering with Knowledge Discrepancies. - Tianshi Zheng; Weihan Li; Jiaxin Bai; Weiqi Wang 001; Yangqiu Song (CoRR, 2024)

Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations. - Chunyang Li; Weiqi Wang 001; Tianshi Zheng; Yangqiu Song (ACL (Findings), 2025)

Enhancing Transformers for Generalizable First-Order Logical Entailment. - Tianshi Zheng; Jiazheng Wang; Zihao Wang 001; Jiaxin Bai; Hang Yin 008; Zheye Deng; Yangqiu Song; Jianxin Li 002 (ACL (1), 2025)

ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty. - Qing Zong; Zhaowei Wang 003; Tianshi Zheng; Xiyu Ren; Yangqiu Song (ACL (Findings), 2025)

Top Ten Challenges Towards Agentic Neural Graph Databases. - Jiaxin Bai; Zihao Wang 001; Yukun Zhou; Hang Yin 008; Weizhi Fei; Qi Hu; Zheye Deng; Jiayang Cheng; Tianshi Zheng; Hong Ting Tsang; Yisen Gao; Zhongwei Xie; et al. (IEEE Data Eng. Bull., 2025)

LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning. - Tianshi Zheng; Jiayang Cheng; Chunyang Li; Haochen Shi; Zihao Wang 001; Jiaxin Bai; Yangqiu Song; Ginny Y. Wong; Simon See (CoRR, 2025)

The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning. - Tianshi Zheng; Yixiang Chen; Chengxi Li 021; Chunyang Li; Qing Zong; Haochen Shi; Baixuan Xu; Yangqiu Song; Ginny Y. Wong; Simon See (CoRR, 2025)

Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study. - Baixuan Xu; Chunyang Li; Weiqi Wang 001; Wei Fan 001; Tianshi Zheng; Haochen Shi; Tao Fan 002; Yangqiu Song; Qiang Yang 001 (CoRR, 2025)

From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery. - Tianshi Zheng; Zheye Deng; Hong Ting Tsang; Weiqi Wang 001; Jiaxin Bai; Zihao Wang 001; Yangqiu Song (CoRR, 2025)

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents. - Wei Fan 001; Tianshi Zheng; Yiran Hu; Zheye Deng; Weiqi Wang 001; Baixuan Xu; Chunyang Li; Haoran Li 003; Weixing Shen; Yangqiu Song (CoRR, 2025)

INFERENCEDYNAMICS: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling. - Haochen Shi; Tianshi Zheng; Weiqi Wang 001; Baixuan Xu; Chunyang Li; Chunkit Chan; Tao Fan 002; Yangqiu Song; Qiang Yang 001 (CoRR, 2025)

Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs. - Yisen Gao; Jiaxin Bai; Tianshi Zheng; Qingyun Sun; Ziwei Zhang 001; Jianxin Li 002; Yangqiu Song; Xingcheng Fu (CoRR, 2025)

AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora. - Jiaxin Bai; Wei Fan 001; Qi Hu; Qing Zong; Chunyang Li; Hong Ting Tsang; Hongyu Luo; Yauwai Yim; Haoyu Huang; Xiaofang Zhou 001; Feng Qin; Tianshi Zheng; et al. (CoRR, 2025)

Prospect Theory Fails for LLMs: Revealing Instability of Decision-Making under Epistemic Uncertainty. - Rui Wang; Qihan Lin; Jiayu Liu; Qing Zong; Tianshi Zheng; Weiqi Wang 001; Yangqiu Song (CoRR, 2025)

Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation for Agentic AI with a Universal Evaluation Framework. - Zheye Deng; Chunkit Chan; Tianshi Zheng; Wei Fan 001; Weiqi Wang 001; Yangqiu Song (CoRR, 2025)