| 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 | 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 | Travel on the ICD Tree: Benchmarking Agentic Reasoning for ICD Coding from Chinese Electronic Medical Records. | Xinjie Xu, Yongqi Fan, Shuang-shuang Chen, Qi Ye, Weibin Guo, Xinxuan Hu |
| 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 |
| 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 | 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 | 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 | 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 |
| 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 |