Tianshi Zheng

1. From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
   2025/05/19 by Tianshi Zheng, Zheye Deng, Zheng, Tianshi +11 · 1 voice · 23 citations
   Computer Science · Decision Sciences · Materials Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Scientific Computing and Data Management #cs.CL
2. Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction
   2024/04/22 by Zheye Deng, Chunkit Chan, Deng, Zheye +13 · 16 citations
   Computer Science · #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques #Advanced Text Analysis Techniques
3. Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation
   2023/12/25 by Jiaxin Bai, Bai, Jiaxin, Yicheng Wang +9 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Topic Modeling
4. The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning
   2025/04/07 by Tianshi Zheng, Zheng, Tianshi, Yixiang Chen +16 · 11 citations
   Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Language and cultural evolution #Multimodal Machine Learning Applications #Topic Modeling
5. Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
   2025/02/22 by Chunyang Li, Li, Chunyang, Weiqi Wang +5 · 6 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Topic Modeling
6. LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning
   2025/02/16 by Tianshi Zheng, Zheng, Tianshi, Jiayang Cheng +15 · 5 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
7. Top Ten Challenges Towards Agentic Neural Graph Databases
   2025/01/24 by Jiaxin Bai, Bai, Jiaxin, Zihao Wang +32 · 3 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Cognitive Science and Mapping #Databases (cs.DB) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
8. NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents
   2025/10/08 by Tianshi Zheng, Zheng, Tianshi, Tam, Kelvin Kiu-Wai +19 · 4 citations
   Social Sciences · Computer Science · #Artificial Intelligence in Law #Semantic Web and Ontologies
9. CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge
   2024/07/30 by Tianshi Zheng, Zheng, Tianshi, Jiaxin Bai +11 · 1 citation
   Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
10. KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?
    2024/12/12 by Tianshi Zheng, Weihan Li, Zheng, Tianshi +7 · 1 citation
    Computer Science · Psychology · #Computation and Language (cs.CL) #Educational Strategies and Epistemologies #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Online Learning and Analytics
11. MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning
    2026/07/29 by Kawai Chung, Chunkit Chan, Yauwai Yim +12
    Computer Science · #cs.AI