| 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 | 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 | 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 | PlanE: Meta Planning of Data, Tuning, and Inference for Extractive-based LLMs. | Jiacheng Wang, Weiyan Zhang, Guangya Yu |
| 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 | 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 | 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 | 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 | 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 |