Human-large language model collaboration in clinical medicine: a systematic review and meta-analysis.

Jiyue Jiang

Guoyong Wang Kaijun Zhang Jiyue Jiang Chaonan Wang Hui Bi Haojun Liang Zuoliang Qi Ying Huang Yu Li Xiaonan Yang Human-large language model collaboration in clinical medicine: a systematic review and meta-analysis. 2026 9 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-026-02382-2 db/journals/npjdm/npjdm9.html#WangZJWBLQHLY26 streams/journals/npjdm

Jiyue Jiang Yanyu Chen Pengan Chen Kai Liu Jingqi Zhou Zheyong Zhu He Hu 0008 Fei Ma 0006 Qi Tian 0001 Chuan Wu A Principle-Driven Adaptive Policy for Group Cognitive Stimulation Dialogue for Elderly with Cognitive Impairment. 31301-31309 2026 AAAI https://doi.org/10.1609/aaai.v40i37.40393 conf/aaai/2026 db/conf/aaai/aaai2026.html#JiangCCLZZHMTW26

Jingqi Zhou Sheng Wang DeZhao Deng Junwen Lu Junwei Su Qintong Li Jiahui Gao Hao Wu Jiyue Jiang Lingpeng Kong Chuan Wu ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Intrinsic Adaptation. 2026 February abs/2602.07883 CoRR https://doi.org/10.48550/arXiv.2602.07883 db/journals/corr/corr2602.html#abs-2602-07883 streams/journals/corr

Yanyu Chen Jiyue Jiang Jiahong Liu 0001 Yifei Zhang Xiao Guo Irwin King TRACE: Trajectory-Aware Comprehensive Evaluation for Deep Research Agents. 2026 February abs/2602.21230 CoRR https://doi.org/10.48550/arXiv.2602.21230 db/journals/corr/corr2602.html#abs-2602-21230 streams/journals/corr

Jiyue Jiang Yunke Li Shiwei Cao Yuheng Shan Yuexing Liu Tianyi Fei Yule Yu Yi Feng Yu Li 0006 Yixue Li Jiao Yuan Artificial intelligence in bioinformatics: a survey. 2025 November 26 Briefings Bioinform. 6 https://doi.org/10.1093/bib/bbaf576 db/journals/bib/bib26.html#JiangLCSLFYFLLY25 streams/journals/bib

Qinze Yu Chang Zhou Jiyue Jiang Xiangyu Shi Yu Li 0006 GS-DTI: a graph-structure-aware framework leveraging large language models for drug-target interaction prediction. 2025 41 Bioinform. 8 https://doi.org/10.1093/bioinformatics/btaf445 db/journals/bioinformatics/bioinformatics41.html#YuZJS025

Zhenyu Wang Zikang Wang Jiyue Jiang Pengan Chen Xiangyu Shi Yu Li 0006 Large Language Models in Bioinformatics: A Survey. 3602-3615 2025 ACL (Findings) https://aclanthology.org/2025.findings-acl.184/ conf/acl/2025f db/conf/acl/acl2025f.html#WangWJCS025 Jiyue Jiang Alfred Kar Yin Truong Yanyu Chen Qinghang Bao Sheng Wang Pengan Chen Jiuming Wang Lingpeng Kong Yu Li Chuan Wu Developing and Utilizing a Large-Scale Cantonese Dataset for Multi-Tasking in Large Language Models. EMNLP (Findings) 2025 1924-1944 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.102/ db/conf/emnlp/emnlp2025f.html#JiangTCBWCWKLW25 streams/conf/emnlp Jiyue Jiang Yitao Xu Zikang Wang Yihan Ye Yanruisheng Shao Yuheng Shan Jiuming Wang Xiaodan Fan Jiao Yuan Yu Li 0006 RBPtool: A Deep Language Model Framework for Multi-Resolution RBP-RNA Binding Prediction and RNA Molecule Design. 2170-2185 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.110 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#JiangXWYSSWFYL25 streams/conf/emnlp Chang Zhou Yuheng Shan Pengan Chen Xiangyu Shi Zikang Wang Yanting Li Jiyue Jiang LM2Protein: A Structure-to-Token Protein Large Language Model. EMNLP (Findings) 2025 7023-7029 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.369/ db/conf/emnlp/emnlp2025f.html#ZhouSCSWLJ25 streams/conf/emnlp Jingqi Zhou Sheng Wang Jingwei Dong Kai Liu Lei Li Jiahui Gao Jiyue Jiang Lingpeng Kong Chuan Wu ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom. 31662-31691 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1614 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#ZhouWDLLGJKW25 streams/conf/emnlp Sheng Wang Liheng Chen Pengan Chen Jingwei Dong Boyang Xue Jiyue Jiang Lingpeng Kong Chuan Wu MoS: Unleashing Parameter Efficiency of Low-Rank Adaptation with Mixture of Shards. 2025 ICLR https://openreview.net/forum?id=1uLW9eYNJB conf/iclr/2025 db/conf/iclr/iclr2025.html#WangCCDXJKW25 Jiyue Jiang Pengan Chen Liheng Chen Sheng Wang Qinghang Bao Lingpeng Kong Yu Li 0006 Chuan Wu How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models. 4464-4505 2025 NAACL (Findings) https://doi.org/10.18653/v1/2025.findings-naacl.253 https://aclanthology.org/2025.findings-naacl.253/ conf/naacl/2025f db/conf/naacl/naacl2025f.html#JiangCCWBKLW25 streams/conf/naacl

Jiyue Jiang Alfred Kar Yin Truong Yanyu Chen Qinghang Bao Sheng Wang Pengan Chen Jiuming Wang Lingpeng Kong Yu Li 0006 Chuan Wu Developing and Utilizing a Large-Scale Cantonese Dataset for Multi-Tasking in Large Language Models. 2025 March abs/2503.03702 CoRR https://doi.org/10.48550/arXiv.2503.03702 db/journals/corr/corr2503.html#abs-2503-03702 streams/journals/corr

Jiyue Jiang Pengan Chen Jiuming Wang Dongchen He Ziqin Wei Liang Hong Licheng Zong Sheng Wang Qinze Yu Zixian Ma Yanyu Chen Yimin Fan Xiangyu Shi Jiawei Sun Chuan Wu Yu Li 0006 Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Prompting. 2025 March abs/2503.04013 CoRR https://doi.org/10.48550/arXiv.2503.04013 db/journals/corr/corr2503.html#abs-2503-04013 streams/journals/corr

Jiyue Jiang Zikang Wang Yuheng Shan Heyan Chai 0002 Jiayi Li Zixian Ma Xinrui Zhang Yu Li 0006 Biological Sequence with Language Model Prompting: A Survey. 2025 March abs/2503.04135 CoRR https://doi.org/10.48550/arXiv.2503.04135 db/journals/corr/corr2503.html#abs-2503-04135 streams/journals/corr

Zhenyu Wang Zikang Wang Jiyue Jiang Pengan Chen Xiangyu Shi Yu Li 0006 Large Language Models in Bioinformatics: A Survey. 2025 March abs/2503.04490 CoRR https://doi.org/10.48550/arXiv.2503.04490 db/journals/corr/corr2503.html#abs-2503-04490 streams/journals/corr

Sheng Wang Pengan Chen Jingqi Zhou Qintong Li Jingwei Dong Jiahui Gao Boyang Xue Jiyue Jiang Lingpeng Kong Chuan Wu TreeSynth: Synthesizing Diverse Data from Scratch via Tree-Guided Subspace Partitioning. 2025 March abs/2503.17195 CoRR https://doi.org/10.48550/arXiv.2503.17195 db/journals/corr/corr2503.html#abs-2503-17195 streams/journals/corr

Yanting Li Jiyue Jiang Zikang Wang Ziqian Lin Dongchen He Yuheng Shan Yanruisheng Shao Jiayi Li Xiangyu Shi Jiuming Wang Yanyu Chen Yimin Fan Han Li Yu Li 0006 DS-ProGen: A Dual-Structure Deep Language Model for Functional Protein Design. 2025 May abs/2505.12511 CoRR https://doi.org/10.48550/arXiv.2505.12511 db/journals/corr/corr2505.html#abs-2505-12511 streams/journals/corr

Jiyue Jiang Mingtong Chen Zhengbao Yang Design and Implementation of a Lightweight Object Detection System for Resource-Constrained Edge Environments. 2025 July abs/2507.16155 CoRR https://doi.org/10.48550/arXiv.2507.16155 db/journals/corr/corr2507.html#abs-2507-16155 streams/journals/corr

Yifan Wu Jiyue Jiang Xichen Ye Yiqi Wang Chang Zhou Yitao Xu Jiayang Chen He Hu Weizhong Zhang Cheng Jin Jiao Yuan Yu Li Investigating Data Pruning for Pretraining Biological Foundation Models at Scale. 2025 December abs/2512.12932 CoRR https://doi.org/10.48550/arXiv.2512.12932 db/journals/corr/corr2512.html#abs-2512-12932 streams/journals/corr

Sheng Wang Liheng Chen Jiyue Jiang Boyang Xue Lingpeng Kong Chuan Wu LoRA Meets Dropout under a Unified Framework. 1995-2008 2024 ACL (Findings) https://doi.org/10.18653/v1/2024.findings-acl.119 https://aclanthology.org/2024.findings-acl.119 conf/acl/2024f db/conf/acl/acl2024f.html#WangCJXKW24 Sheng Wang Boyang Xue Jiacheng Ye Jiyue Jiang Liheng Chen Lingpeng Kong Chuan Wu PRoLoRA: Partial Rotation Empowers More Parameter-Efficient LoRA. 2829-2841 2024 ACL (1) https://doi.org/10.18653/v1/2024.acl-long.156 https://aclanthology.org/2024.acl-long.156 https://www.wikidata.org/entity/Q131457776 conf/acl/2024-1 db/conf/acl/acl2024-1.html#WangXYJCKW24

Sheng Wang Boyang Xue Jiacheng Ye Jiyue Jiang Liheng Chen Lingpeng Kong Chuan Wu PRoLoRA: Partial Rotation Empowers More Parameter-Efficient LoRA. 2024 abs/2402.16902 CoRR https://doi.org/10.48550/arXiv.2402.16902 db/journals/corr/corr2402.html#abs-2402-16902

Sheng Wang Liheng Chen Jiyue Jiang Boyang Xue Lingpeng Kong Chuan Wu LoRA Meets Dropout under a Unified Framework. 2024 abs/2403.00812 CoRR https://doi.org/10.48550/arXiv.2403.00812 db/journals/corr/corr2403.html#abs-2403-00812

Jiyue Jiang Liheng Chen Sheng Wang Lingpeng Kong Yu Li 0006 Chuan Wu Data Augmentation of Multi-turn Psychological Dialogue via Knowledge-driven Progressive Thought Prompting. 2024 abs/2406.16567 CoRR https://doi.org/10.48550/arXiv.2406.16567 db/journals/corr/corr2406.html#abs-2406-16567

Jiyue Jiang Liheng Chen Pengan Chen Sheng Wang Qinghang Bao Lingpeng Kong Yu Li 0006 Chuan Wu How Far Can Cantonese NLP Go? Benchmarking Cantonese Capabilities of Large Language Models. 2024 abs/2408.16756 CoRR https://doi.org/10.48550/arXiv.2408.16756 db/journals/corr/corr2408.html#abs-2408-16756 streams/journals/corr

Sheng Wang Liheng Chen Pengan Chen Jingwei Dong Boyang Xue Jiyue Jiang Lingpeng Kong Chuan Wu MoS: Unleashing Parameter Efficiency of Low-Rank Adaptation with Mixture of Shards. 2024 abs/2410.00938 CoRR https://doi.org/10.48550/arXiv.2410.00938 db/journals/corr/corr2410.html#abs-2410-00938 streams/journals/corr

Jiyue Jiang Sheng Wang Qintong Li Lingpeng Kong Chuan Wu A Cognitive Stimulation Dialogue System with Multi-source Knowledge Fusion for Elders with Cognitive Impairment. 10628-10640 2023 ACL (1) https://doi.org/10.18653/v1/2023.acl-long.593 https://aclanthology.org/2023.acl-long.593 conf/acl/2023-1 db/conf/acl/acl2023-1.html#JiangWLKW23

Jiyue Jiang Sheng Wang Qintong Li Lingpeng Kong Chuan Wu A Cognitive Stimulation Dialogue System with Multi-source Knowledge Fusion for Elders with Cognitive Impairment. 2023 abs/2305.08200 CoRR https://doi.org/10.48550/arXiv.2305.08200 db/journals/corr/corr2305.html#abs-2305-08200

Runmin Jiang Xin Zhang Jiyue Jiang Wei Li 0061 Yuhao Wang 0001 How Effective and Robust is Sentence-Level Data Augmentation for Named Entity Recognition? 55-66 2022 NLPCC (1) https://doi.org/10.1007/978-3-031-17120-8_5 conf/nlpcc/2022-1 db/conf/nlpcc/nlpcc2022-1.html#JiangZJLW22

Kezhi Lu Kuo Yang 0001 Edouard Niyongabo Zixin Shu Jingjing Wang Kai Chang Qunsheng Zou Jiyue Jiang Caiyan Jia Baoyan Liu Xuezhong Zhou Integrated network analysis of symptom clusters across disease conditions. 103482 2020 107 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2020.103482 https://www.wikidata.org/entity/Q96339529 db/journals/jbi/jbi107.html#LuYNSWCZJJLZ20

Qinghang Bao Hui Bi Shiwei Cao Heyan Chai 0002 Kai Chang Jiayang Chen Liheng Chen Mingtong Chen Pengan Chen Yanyu Chen DeZhao Deng Jingwei Dong Xiaodan Fan Yimin Fan Tianyi Fei Yi Feng Jiahui Gao Xiao Guo Dongchen He Liang Hong He Hu He Hu 0008 Ying Huang Caiyan Jia Runmin Jiang Cheng Jin Irwin King Lingpeng Kong Han Li Jiayi Li Lei Li Qintong Li Wei Li 0061 Yanting Li Yixue Li Yu Li Yu Li 0006 Yunke Li Haojun Liang Ziqian Lin Baoyan Liu Jiahong Liu 0001 Kai Liu Yuexing Liu Junwen Lu Kezhi Lu Fei Ma 0006 Zixian Ma Edouard Niyongabo Zuoliang Qi Yuheng Shan Yanruisheng Shao Xiangyu Shi Zixin Shu Junwei Su Jiawei Sun Qi Tian 0001 Alfred Kar Yin Truong Chaonan Wang Guoyong Wang Jingjing Wang Jiuming Wang Sheng Wang Yiqi Wang Yuhao Wang 0001 Zhenyu Wang Zikang Wang Ziqin Wei Chuan Wu Hao Wu Yifan Wu Yitao Xu Boyang Xue Kuo Yang 0001 Xiaonan Yang Zhengbao Yang Jiacheng Ye Xichen Ye Yihan Ye Qinze Yu Yule Yu Jiao Yuan Kaijun Zhang Weizhong Zhang Xin Zhang Xinrui Zhang Yifei Zhang Chang Zhou Jingqi Zhou Xuezhong Zhou Zheyong Zhu Licheng Zong Qunsheng Zou