| 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 | 31 | 2025 |
| 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 | 31 | 2024 |
| 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 | 25 | 2024 |
| Sequential query encoding for complex query answering on knowledge graphs J Bai*, T Zheng*, Y Song TMLR 2023, 2023 | 25 | 2023 |
| 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 | 17 | 2025 |
| 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 | 13 | 2024 |
| 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 | 10 | 2025 |
| 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 | 8 | 2025 |
| 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 | 8 | 2025 |
| 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 | 6 | 2025 |
| 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 | 6 | 2024 |
| 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 | 6 | 2023 |
| 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 | 5 | 2025 |
| 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 | 5 | 2025 |
| 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 | 5 | 2024 |
| 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 | 4 | 2023 |
| 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 | 3 | 2025 |
| 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 | 3 | 2025 |
Yangqiu SongHKUSTVerified email at cse.ust.hk
