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Tianshi Zheng
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Year
From automation to autonomy: A survey on large language models in scientific discovery
T Zheng, Z Deng, HT Tsang, W Wang, J Bai, Z Wang, Y Song
EMNLP 2025, 2025
312025
Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction
Z Deng, C Chan, W Wang, Y Sun, W Fan, T Zheng, Y Yim, Y Song
EMNLP 2024, 2024
312024
Evaluating and enhancing llms agent based on theory of mind in guandan: A multi-player cooperative game under imperfect information
Y Yim, C Chan, T Shi, Z Deng, W Fan, T Zheng, Y Song
WI-IAT 2024, 2024
252024
Sequential query encoding for complex query answering on knowledge graphs
J Bai*, T Zheng*, Y Song
TMLR 2023, 2023
252023
The curse of cot: On the limitations of chain-of-thought in in-context learning
T Zheng, Y Chen, C Li, C Li, Q Zong, H Shi, B Xu, Y Song, GY Wong, ...
TMLR 2025, 2025
172025
Advancing abductive reasoning in knowledge graphs through complex logical hypothesis generation
J Bai, Y Wang, T Zheng, Y Guo, X Liu, Y Song
ACL 2024, 2024
132024
Top Ten Challenges Towards Agentic Neural Graph Databases
J Bai, Z Wang, Y Zhou, H Yin, W Fei, Q Hu, Z Deng, J Cheng, T Zheng, ...
IEEE Data Eng. Bulletin 2025, 2025
102025
Logidynamics: Unraveling the dynamics of inductive, abductive and deductive logical inferences in llm reasoning
T Zheng, C Jiayang, C Li, H Shi, Z Wang, J Bai, Y Song, G Wong, S See
EMNLP 2025, 20721-20742, 2025
9*2025
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora
J Bai, W Fan, Q Hu, Q Zong, C Li, HT Tsang, H Luo, Y Yim, H Huang, ...
arXiv preprint arXiv:2505.23628, 2025
82025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
C Li, W Wang, T Zheng, Y Song
ACL 2025 Findings, 2025
82025
Enhancing Transformers for Generalizable First-Order Logical Entailment
T Zheng, J Wang, Z Wang, J Bai, H Yin, Z Deng, Y Song, J Li
ACL 2025, 2025
62025
Clr-fact: Evaluating the complex logical reasoning capability of large language models over factual knowledge
T Zheng, J Bai, Y Wang, T Fang, Y Guo, Y Yim, Y Song
arXiv preprint arXiv:2407.20564, 2024
62024
KnowComp Submission for WMT23 Sign Language Translation Task
B Xu, H Shi, T Zheng, Q Zong, W Wang, Z Wang, Y Song
WMT 2023, 2023
62023
Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs
Y Gao, J Bai, T Zheng, Q Sun, Z Zhang, J Li, Y Song, X Fu
arXiv preprint arXiv:2505.20948, 2025
52025
Towards multi-agent reasoning systems for collaborative expertise delegation: An exploratory design study
B Xu, C Li, W Wang, W Fan, T Zheng, H Shi, T Fan, Y Song, Q Yang
arXiv preprint arXiv:2505.07313, 2025
52025
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty
Q Zong, Z Wang, T Zheng, X Ren, Y Song
ACL 2025 Findings, 2024
52024
KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?
T Zheng, W Li, J Bai, W Wang, Y Song
ACL 2025, 2025
4*2025
Tilfa: A unified framework for text, image, and layout fusion in argument mining
Q Zong, Z Wang, B Xu, T Zheng, H Shi, W Wang, Y Song, GY Wong, ...
EMNLP 2023 Argument Mining, 2023
42023
Newtonbench: Benchmarking generalizable scientific law discovery in llm agents
T Zheng, KKW Tam, NHNK Nguyen, B Xu, Z Wang, J Cheng, HT Tsang, ...
arXiv preprint arXiv:2510.07172, 2025
32025
Structuring the unstructured: A systematic review of text-to-structure generation for agentic ai with a universal evaluation framework
Z Deng, C Chan, T Zheng, W Fan, W Wang, Y Song
arXiv preprint arXiv:2508.12257, 2025
32025
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