Tianshi Zheng

43 papers A* 3Journal 32Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems.
CoRR
Jiayu Liu, Rui Wang, Qing Zong, Qingcheng Zeng, Tianshi Zheng, Haochen Shi, Dadi Guo, Baixuan Xu, Chunyang Li, Yangqiu Song
2025 J jnl
AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction.
CoRR
Hong Ting Tsang, Jiaxin Bai, Haoyu Huang, Qiao Xiao, Tianshi Zheng, Baixuan Xu, Shujie Liu, Yangqiu Song
2025 J jnl
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora.
CoRR
Jiaxin Bai, Wei Fan, Qi Hu, Qing Zong, Chunyang Li, Hong Ting Tsang, Hongyu Luo, Yauwai Yim, Haoyu Huang, Xiaofang Zhou, Feng Qin, Tianshi Zheng, Xi Peng, Xin Yao, Huiwen Yang, Leijie Wu, Yi Ji, Gong Zhang, Renhai Chen, Yangqiu Song
2025 — conf
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty.
ACL (Findings)
Qing Zong, Zhaowei Wang, Tianshi Zheng, Xiyu Ren, Yangqiu Song
2025 J jnl
Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs.
CoRR
Yisen Gao, Jiaxin Bai, Tianshi Zheng, Qingyun Sun, Ziwei Zhang, Jianxin Li, Yangqiu Song, Xingcheng Fu
2025 J jnl
CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?
CoRR
Qing Zong, Jiayu Liu, Tianshi Zheng, Chunyang Li, Baixuan Xu, Haochen Shi, Weiqi Wang, Zhaowei Wang, Chunkit Chan, Yangqiu Song
2025 J jnl
DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay.
CoRR
Yunxiang Mo, Tianshi Zheng, Qing Zong, Jiayu Liu, Baixuan Xu, Yauwai Yim, Chunkit Chan, Jiaxin Bai, Yangqiu Song
2025 — conf
Enhancing Transformers for Generalizable First-Order Logical Entailment.
ACL (1)
Tianshi Zheng, Jiazheng Wang, Zihao Wang, Jiaxin Bai, Hang Yin, Zheye Deng, Yangqiu Song, Jianxin Li
2025 J jnl
Enhancing Transformers for Generalizable First-Order Logical Entailment.
CoRR
Tianshi Zheng, Jiazheng Wang, Zihao Wang, Jiaxin Bai, Hang Yin, Zheye Deng, Yangqiu Song, Jianxin Li
2025 A* conf
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery.
EMNLP
Tianshi Zheng, Zheye Deng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Zihao Wang, Yangqiu Song
2025 J jnl
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery.
CoRR
Tianshi Zheng, Zheye Deng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Zihao Wang, Yangqiu Song
2025 J jnl
INFERENCEDYNAMICS: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling.
CoRR
Haochen Shi, Tianshi Zheng, Weiqi Wang, Baixuan Xu, Chunyang Li, Chunkit Chan, Tao Fan, Yangqiu Song, Qiang Yang
2025 — conf
KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?
ACL (2)
Tianshi Zheng, Weihan Li, Jiaxin Bai, Weiqi Wang, Yangqiu Song
2025 J jnl
LLM-Hanabi: Evaluating Multi-Agent Gameplays with Theory-of-Mind and Rationale Inference in Imperfect Information Collaboration Game.
CoRR
Fangzhou Liang, Tianshi Zheng, Chunkit Chan, Yauwai Yim, Yangqiu Song
2025 J jnl
Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents.
CoRR
Wei Fan, Tianshi Zheng, Yiran Hu, Zheye Deng, Weiqi Wang, Baixuan Xu, Chunyang Li, Haoran Li, Weixing Shen, Yangqiu Song
2025 A* conf
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning.
EMNLP
Tianshi Zheng, Cheng Jiayang, Chunyang Li, Haochen Shi, Zihao Wang, Jiaxin Bai, Yangqiu Song, Ginny Y. Wong, Simon See
2025 J jnl
LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning.
CoRR
Tianshi Zheng, Jiayang Cheng, Chunyang Li, Haochen Shi, Zihao Wang, Jiaxin Bai, Yangqiu Song, Ginny Y. Wong, Simon See
2025 J jnl
NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents.
CoRR
Tianshi Zheng, Kelvin Kiu-Wai Tam, Newt Hue-Nam K. Nguyen, Baixuan Xu, Zhaowei Wang, Jiayang Cheng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Tianqing Fang, Yangqiu Song, Ginny Y. Wong, Simon See
2025 — conf
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations.
ACL (Findings)
Chunyang Li, Weiqi Wang, Tianshi Zheng, Yangqiu Song
2025 J jnl
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations.
CoRR
Chunyang Li, Weiqi Wang, Tianshi Zheng, Yangqiu Song
2025 J jnl
Prospect Theory Fails for LLMs: Revealing Instability of Decision-Making under Epistemic Uncertainty.
CoRR
Rui Wang, Qihan Lin, Jiayu Liu, Qing Zong, Tianshi Zheng, Weiqi Wang, Yangqiu Song
2025 J jnl
SELF-REDRAFT: Eliciting Intrinsic Exploration-Exploitation Balance in Test-Time Scaling for Code Generation.
CoRR
Yixiang Chen, Tianshi Zheng, Shijue Huang, Zhitao He, Yi R. Fung
2025 J jnl
Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation for Agentic AI with a Universal Evaluation Framework.
CoRR
Zheye Deng, Chunkit Chan, Tianshi Zheng, Wei Fan, Weiqi Wang, Yangqiu Song
2025 J jnl
The Cognitive Bandwidth Bottleneck: Shifting Long-Horizon Agent from Planning with Actions to Planning with Schemas.
CoRR
Baixuan Xu, Tianshi Zheng, Zhaowei Wang, Hong Ting Tsang, Weiqi Wang, Tianqing Fang, Yangqiu Song
2025 J jnl
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning.
CoRR
Tianshi Zheng, Yixiang Chen, Chengxi Li, Chunyang Li, Qing Zong, Haochen Shi, Baixuan Xu, Yangqiu Song, Ginny Y. Wong, Simon See
2025 J jnl
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning.
Trans. Mach. Learn. Res.
Tianshi Zheng, Yixiang Chen, Chengxi Li, Chunyang Li, Qing Zong, Haochen Shi, Baixuan Xu, Yangqiu Song, Ginny Y. Wong, Simon See
2025 J jnl
Top Ten Challenges Towards Agentic Neural Graph Databases.
CoRR
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
2025 J jnl
Top Ten Challenges Towards Agentic Neural Graph Databases.
IEEE Data Eng. Bull.
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
2025 J jnl
Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study.
CoRR
Baixuan Xu, Chunyang Li, Weiqi Wang, Wei Fan, Tianshi Zheng, Haochen Shi, Tao Fan, Yangqiu Song, Qiang Yang
2024 — conf
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation.
ACL (1)
Jiaxin Bai, Yicheng Wang, Tianshi Zheng, Yue Guo, Xin Liu, Yangqiu Song
2024 J jnl
Assessing the Robustness of Retrieval-Augmented Generation Systems in K-12 Educational Question Answering with Knowledge Discrepancies.
CoRR
Tianshi Zheng, Weihan Li, Jiaxin Bai, Weiqi Wang, Yangqiu Song
2024 J jnl
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge.
CoRR
Tianshi Zheng, Jiaxin Bai, Yicheng Wang, Tianqing Fang, Yue Guo, Yauwai Yim, Yangqiu Song
2024 J jnl
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty.
CoRR
Qing Zong, Zhaowei Wang, Tianshi Zheng, Xiyu Ren, Yangqiu Song
2024 — conf
Evaluating and Enhancing LLMs Agent Based on Theory of Mind in Guandan: A Multi-Player Cooperative Game Under Imperfect Information.
WI/IAT
Yauwai Yim, Chunkit Chan, Tianyu Shi, Zheye Deng, Wei Fan, Tianshi Zheng, Yangqiu Song
2024 J jnl
Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information.
CoRR
Yauwai Yim, Chunkit Chan, Tianyu Shi, Zheye Deng, Wei Fan, Tianshi Zheng, Yangqiu Song
2024 A* conf
Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction.
EMNLP
Zheye Deng, Chunkit Chan, Weiqi Wang, Yuxi Sun, Wei Fan, Tianshi Zheng, Yauwai Yim, Yangqiu Song
2024 J jnl
Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction.
CoRR
Zheye Deng, Chunkit Chan, Weiqi Wang, Yuxi Sun, Wei Fan, Tianshi Zheng, Yauwai Yim, Yangqiu Song
2023 J jnl
Abductive Logical Reasoning on Knowledge Graphs.
CoRR
Jiaxin Bai, Yicheng Wang, Tianshi Zheng, Yue Guo, Xin Liu, Yangqiu Song
2023 — conf
KnowComp Submission for WMT23 Sign Language Translation Task.
WMT
Baixuan Xu, Haochen Shi, Tianshi Zheng, Qing Zong, Weiqi Wang, Zhaowei Wang, Yangqiu Song
2023 J jnl
Sequential Query Encoding For Complex Query Answering on Knowledge Graphs.
CoRR
Jiaxin Bai, Tianshi Zheng, Yangqiu Song
2023 J jnl
Sequential Query Encoding for Complex Query Answering on Knowledge Graphs.
Trans. Mach. Learn. Res.
Jiaxin Bai, Tianshi Zheng, Yangqiu Song
2023 — conf
TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining.
ArgMining@EMNLP
Qing Zong, Zhaowei Wang, Baixuan Xu, Tianshi Zheng, Haochen Shi, Weiqi Wang, Yangqiu Song, Ginny Y. Wong, Simon See
2023 J jnl
TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining.
CoRR
Qing Zong, Zhaowei Wang, Baixuan Xu, Tianshi Zheng, Haochen Shi, Weiqi Wang, Yangqiu Song, Ginny Y. Wong, Simon See