Publications
Remark: * indicates equal contribution.
Preprints
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery.
Tianshi Zheng , Zheye Deng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Zihao Wang, Yangqiu Song.
Under Review , 2025. [pdf] , [code]Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents.
Wei Fan, Tianshi Zheng , Yiran Hu, Zheye Deng, Weiqi Wang, Baixuan Xu, Chunyang Li, Haoran Li, Weixing Shen, Yangqiu Song.
Under Review , 2025. [pdf]InferenceDynamics: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling.
Haochen Shi*, Tianshi Zheng* , Weiqi Wang*, Baixuan Xu, Chunyang Li, Chunkit Chan, Tao Fan, Yangqiu Song, Qiang Yang.
Under Review , 2025. [pdf]Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study.
Baixuan Xu*, Chunyang Li*, Weiqi Wang, Wei Fan, Tianshi Zheng , Haochen Shi, Tao Fan, Yangqiu Song, Qiang Yang.
Under Review , 2025. [pdf]The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning.
Tianshi Zheng* , Yixiang Chen*, Chengxi Li*, Chunyang Li, Qing Zong, Haochen Shi, Baixuan Xu, Yangqiu Song, Ginny Y Wong, Simon See.
Under Review , 2025. [pdf] , [code]LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning.
Tianshi Zheng , Jiayang Cheng, Chunyang Li, Haochen Shi, Zihao Wang, Jiaxin Bai, Yangqiu Song, Ginny Y Wong, Simon See.
Under Review , 2025. [pdf] , [code]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.
Under Review , 2024. [pdf]
Journals
- Top Ten Challenges Towards Agentic Neural Graph Databases.
Jiaxin Bai, Zihao Wang, Yukun Zhou, Hang Yin, Weizhi Fei, Qi Hu, Zheye Deng, Jiayang Cheng, Tianshi Zheng , Hong Ting Tsang, Yisen Gao, Zhongwei Xie, Yufei Li, Lixin Fan, Binhang Yuan, Wei Wang, Lei Chen, Xiaofang Zhou, Yangqiu Song.
IEEE Data Engineering Bulletin , 2025. [pdf] Sequential Query Encoding for Complex Query Answering on Knowledge Graphs.
Jiaxin Bai*, Tianshi Zheng* , Yangqiu Song.
Transactions on Machine Learning Research (TMLR) , 2023. [pdf] , [code]
Conference Proceedings
Enhancing Transformers for Generalizable First-Order Logical Entailment.
Tianshi Zheng* , Jiazheng Wang*, Zihao Wang, Jiaxin Bai, Hang Yin, Zheye Deng, Yangqiu Song, Jianxin Li.
In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL-2025) [pdf] , [code]On the Robustness of RAG Systems in K-12 Educational Question Answering with Knowledge Discrepancies.
Tianshi Zheng* , Weihan Li*, Jiaxin Bai, Weiqi Wang, Yangqiu Song.
In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL-2025) [pdf] , [code]Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations.
Chunyang Li, Weiqi Wang, Tianshi Zheng , Yangqiu Song.
In Findings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL-2025 Findings) [pdf] , [code]ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty.
Qing Zong, Zhaowei Wang, Tianshi Zheng , Xiyu Ren, Yangqiu Song.
In Findings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL-2025 Findings) [pdf]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, Tianshi Zheng , Yangqiu Song.
In 2024 IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2024) , 2024. [pdf]Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction.
Zheye Deng, Chunkit Chan, Weiqi Wang, Yuxi Sun, Wei Fan, Tianshi Zheng , Yauwai Yim, Yangqiu Song.
In Proceedings of the Association for Computational Linguistics: EMNLP 2024 ( Oral ) . [pdf] , [code]Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation.
Jiaxin Bai*, Yicheng Wang*, Tianshi Zheng , Yue Guo, Xin Liu, Yangqiu Song.
In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL-2024) . [pdf] , [code]