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 (ACL (Findings), 2024)

Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models. - Zhongzhen Huang; Kui Xue; Yongqi Fan; Linjie Mu; Ruoyu Liu; Tong Ruan; Shaoting Zhang 001; Xiaofan Zhang 002 (CoRR, 2024)

MSDiagnosis: An EMR-based Dataset for Clinical Multi-Step Diagnosis. - Ruihui Hou; Shencheng Chen; Yongqi Fan; Lifeng Zhu; Jing Sun; Jingping Liu; Tong Ruan (CoRR, 2024)

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 (ACL (Findings), 2025)

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 (ACL (1), 2025)

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 (ACL (Findings), 2025)

An LLM-based Framework for Biomedical Terminology Normalization in Social Media via Multi-Agent Collaboration. - Yongqi Fan; Kui Xue; Zelin Li 004; Xiaofan Zhang 002; Tong Ruan (COLING, 2025)

MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens. - Yongqi Fan; Hongli Sun; Kui Xue; Xiaofan Zhang 002; Shaoting Zhang 001; Tong Ruan (NAACL (Findings), 2025)

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 (NAACL (Findings), 2025)

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 (CoRR, 2025)

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 (CoRR, 2025)

KG-o1: Enhancing Multi-hop Question Answering in Large Language Models via Knowledge Graph Integration. - Nan Wang; Yongqi Fan; Yansha Zhu; ZongYu Wang; Xuezhi Cao; Xinyan He; Haiyun Jiang; Tong Ruan; Jingping Liu (CoRR, 2025)