| 2026 | AAAI | TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws. | Nan Hu, Yike Wu, Jiaye Li, Huikang Hu, Guilin Qi, Songlin Zhai, Yongrui Chen, Tianxing Wu, Tongtong Wu, Jiaoyan Chen, Jeff Z. Pan |
| 2026 | DASFAA | CRAG: Causality-Aware Retrieval-Augmented Generation for Budget Auditing QA. | Gaofeng Xu, Heng Zhou, Guilin Qi, Xiaolong Ye, Tong Zhao, Songlin Zhai, Yongrui Chen, Shenwen Zhong |
| 2025 | ACL | Parameter-Aware Contrastive Knowledge Editing: Tracing and Rectifying based on Critical Transmission Paths. | Songlin Zhai, Yuan Meng, Yuxin Zhang, Guilin Qi |
| 2025 | COLING | TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion. | Yuan Meng, Songlin Zhai, Yuxin Zhang, Zhongjian Hu, Guilin Qi |
| 2025 | DASFAA | Harnessing Diverse Perspectives: A Multi-agent Framework for Enhanced Error Detection in Knowledge Graphs. | Yu Li, Yi Huang, Guilin Qi, Junlan Feng, Nan Hu, Songlin Zhai, Haohan Xue, Yongrui Chen, Ruoyan Shen, Tongtong Wu |
| 2025 | ICML | Peripheral Memory for LLMs: Integration of Sequential Memory Banks with Adaptive Querying. | Songlin Zhai, Yuan Meng, Yongrui Chen, Yiwei Wang, Guilin Qi |
| 2024 | DASFAA | Attributed Triple Extraction by Combination Under Contrastive Learning. | Runzhe Wang, Gaofeng Xu, Guilin Qi, Yun Li, Yongrui Chen, Songlin Zhai, Yuxin Zhang, Rihui Jin, Nijun Li, Qianren Wang |
| 2024 | EMNLP | Can Large Language Models Understand DL-Lite Ontologies? An Empirical Study. | Keyu Wang, Guilin Qi, Jiaqi Li, Songlin Zhai |
| 2023 | AAAI | DNG: Taxonomy Expansion by Exploring the Intrinsic Directed Structure on Non-gaussian Space. | Songlin Zhai, Weiqing Wang, Yuan-Fang Li, Yuan Meng |
| 2018 | AAAI | VSE-ens: Visual-Semantic Embeddings with Efficient Negative Sampling. | Guibing Guo, Songlin Zhai, Fajie Yuan, Yuan Liu, Xingwei Wang |