| 2026 | AAAI | TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking. | Yongqi Fan, Xiaoyang Chen, Dezhi Ye, Jie Liu, Haijin Liang, Jin Ma, Ben He, Yingfei Sun, Tong Ruan |
| 2026 | ACL | ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models. | Ruihui Hou, Siyi Zhu, Ziyue Huai, Guangya Yu, Yongqi Fan, Chunming Wang, Tong Ruan |
| 2026 | ACL | From Selection to Refinement: Iterative Optimization for Instruction Data. | Hang Hu, Ziyan Liu, Rujie Wen, Ruihui Hou, Xueyan Wu, Mu Zhang, Jianxing Yu, Tong Ruan, Jingping Liu |
| 2026 | ACL | Enrich, Aggregate, and Generate: Three-stage Biomedical Data-to-Text Generation Using Large Language Models in Low-resource Scenarios. | Yupian Lin, Guangya Yu, Yuang Bian, Cheng Yuan, Hui Luo, Tong Ruan |
| 2026 | ACL | MCLE-Mol: Empowering LLM with Molecular Comprehension and Low-Cost Continual Evolution for Interpretable Property Prediction. | Zhili Pu, Lantian Zhang, Hao Duan, Zhixing Zhang, Keyun Zhu, Yongqi Fan, Ruihui Hou, Tong Ruan, Yun Tang |
| 2026 | ACL | AIDA-SEAT: Towards Reliable AI Doctor Assistant via State-Evaluation-Action Tree Enhanced LLMs in Online Hospital. | Lianxin Sun, Xiaoying Ying, Guangya Yu, Weiyan Zhang, Chenhao Guan, Hao He, Mingxi Shang, Jianhua Li, Chunming Wang, Tong Ruan |
| 2026 | ACL | MedKInstruct: A Multimodal Knowledge Graph Based Framework for Multi-Hop and Hard-Negative Instruction Data Synthesis in MedVQA. | Yinan Wu, Jihang Jin, Xuhao Bao, Weiyan Zhang, Hanjing Yan, Tong Ruan, Chunming Wang |
| 2026 | ACL | Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improve Medical Dialogue. | Guangya Yu, Hui Luo, Qi Ye, Ruihui Hou, Weiyan Zhang, Mingxi Shang, Xuanwu Li, Chunming Wang, Tong Ruan |
| 2026 | ACL | Balancing Knowledge Breadth and Task Depth for Effective Domain Adaptation Fine-Tuning. | Mu Zhang, Yuxiang Chu, Guangya Yu, Yongqi Fan, Weiyan Zhang, Hang Hu, Tong Ruan, Jingping Liu |
| 2026 | DASFAA | DBEE: Dual-Path Biomedical Event Extraction with Large Language Model. | Jianjun Zeng, Jiacheng Wang, Weiyan Zhang, Yunpeng Wang, Yan Zhou, Yinan Wu, Lifeng Zhu, Tong Ruan, Jingping Liu |
| 2026 | EACL | LogToP: Logic Tree-of-Program with Table Instruction-tuned LLMs for Controlled Logical Table-to-Text Generation. | Yupian Lin, Guangya Yu, Cheng Yuan, Huan Du, Hui Luo, Yuang Bian, Jingping Liu, Zhidong He, Wen Du, Tong Ruan |
| 2025 | AAAI | IMQC: A Large Language Model Platform for Medical Quality Control. | Qi Ye, Guangya Yu, Jingping Liu, Erzhen Chen, Chenjie Dong, Xiaosheng Lin, Zelei Liu, Han Yu, Tong Ruan |
| 2025 | ACL | EMRs2CSP : Mining Clinical Status Pathway from Electronic Medical Records. | Yifei Chen, Ruihui Hou, Jingping Liu, Tong Ruan |
| 2025 | ACL | MinosEval: Distinguishing Factoid and Non-Factoid for Tailored Open-Ended QA Evaluation with LLMs. | Yongqi Fan, Yating Wang, Guandong Wang, Jie Zhai, Jingping Liu, Qi Ye, Tong Ruan |
| 2025 | ACL | Can Multimodal Large Language Models Understand Spatial Relations? | Jingping Liu, Ziyan Liu, Zhedong Cen, Yan Zhou, Yinan Zou, Weiyan Zhang, Haiyun Jiang, Tong Ruan |
| 2025 | ACL | Text-to-ES Bench: A Comprehensive Benchmark for Converting Natural Language to Elasticsearch Query. | Dongge Xue, Zhili Pu, Zhentao Xia, Hongli Sun, Ruihui Hou, Guangya Yu, Yupian Lin, Yongqi Fan, Jingping Liu, Tong Ruan |
| 2025 | ACL | LCDS: A Logic-Controlled Discharge Summary Generation System Supporting Source Attribution and Expert Review. | Cheng Yuan, Xinkai Rui, Yongqi Fan, Yawei Fan, Boyang Zhong, Jiacheng Wang, Weiyan Zhang, Tong Ruan |
| 2025 | ACL | CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation. | Guangya Yu, Yanhao Li, Zongying Jiang, Yuxiong Jin, Li Dai, Yupian Lin, Ruihui Hou, Weiyan Zhang, Yongqi Fan, Qi Ye, Jingping Liu, Tong Ruan |
| 2025 | COLING | PToco: Prefix-based Token-level Collaboration Enhances Reasoning for Multi-LLMs. | Yuang Bian, Yupian Lin, Jingping Liu, Tong Ruan |
| 2025 | COLING | An LLM-based Framework for Biomedical Terminology Normalization in Social Media via Multi-Agent Collaboration. | Yongqi Fan, Kui Xue, Zelin Li, Xiaofan Zhang, Tong Ruan |
| 2025 | IJCNN | CoT-Planner: Chain-of-Thoughts as the Content Planner for Few-shot Table-to-Text Generation Reduces the Hallucinations from LLMs. | Yupian Lin, Yuang Bian, Guangya Yu, Dongge Xue, Wanpeng Lu, Jingping Liu, Tong Ruan |
| 2025 | NAACL | MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens. | Yongqi Fan, Hongli Sun, Kui Xue, Xiaofan Zhang, Shaoting Zhang, Tong Ruan |
| 2025 | NAACL | MedEureka: A Medical Domain Benchmark for Multi-Granularity and Multi-Data-Type Embedding-Based Retrieval. | Yongqi Fan, Nan Wang, Kui Xue, Jingping Liu, Tong Ruan |
| 2025 | WWW | Towards Explainable Search Results in E-commerce. | Xianyang Tian, Xiang Xu, Chao Wang, Tong Ruan, Baohua Wu, Maofei Que, Shenghua Ni, Zhuoran Zhuang, Jingping Liu |
| 2024 | ACL | RRNorm: A Novel Framework for Chinese Disease Diagnoses Normalization via LLM-Driven Terminology Component Recognition and Reconstruction. | Yongqi Fan, Yansha Zhu, Kui Xue, Jingping Liu, Tong Ruan |
| 2024 | ACL | Medical Dialogue System: A Survey of Categories, Methods, Evaluation and Challenges. | Xiaoming Shi, Zeming Liu, Li Du, Yuxuan Wang, Hongru Wang, Yuhang Guo, Tong Ruan, Jie Xu, Xiaofan Zhang, Shaoting Zhang |
| 2024 | ACL | Unexpected Phenomenon: LLMs' Spurious Associations in Information Extraction. | Weiyan Zhang, Wanpeng Lu, Jiacheng Wang, Yating Wang, Lihan Chen, Haiyun Jiang, Jingping Liu, Tong Ruan |
| 2023 | SIGIR | MA-MRC: A Multi-answer Machine Reading Comprehension Dataset. | Zhiang Yue, Jingping Liu, Cong Zhang, Chao Wang, Haiyun Jiang, Yue Zhang, Xianyang Tian, Zhedong Cen, Yanghua Xiao, Tong Ruan |
| 2022 | ACL | DoTAT: A Domain-oriented Text Annotation Tool. | Yupian Lin, Tong Ruan, Ming Liang, Tingting Cai, Wen Du, Yi Wang |
| 2016 | ICMLC | Risk factors of heart failure for patients classification with extreme learning machine. | Huan-Huan Zhang, Peng-Cheng Wang, Ying-Jie Wang, Tong Ruan, Haofen Wang |
| 2016 | WWW | KCF.js: A Javascript Library for Knowledge Cards Fusion. | Haofen Wang, Zhijia Fang, Tong Ruan |
| 2012 | APWEB | Complete-Thread Extraction from Web Forums. | Fanghuai Hu, Tong Ruan, Zhiqing Shao |
| 2011 | WISE | Automatic Web Information Extraction Based on Rules. | Fanghuai Hu, Tong Ruan, Zhiqing Shao, Jun Ding |