李韧，重庆大学计算机科学与技术专业博士研究生毕业，获工学博士学位，现任重庆交通大学信息科学与工程学院教授，大数据知识工程研究所所长，中国中文信息学会语言与知识计算专业委员会委员，“大数据与智能化交通基础设施管养”重庆市研究生导师团队学术骨干。主要从事面向交通基础设施智能管理养护的领域知识图谱构、大语言模型，以及BIM合规智能审核等方向研究。在IEEE Transactions on Industrial Informatics、IEEE Transactions on Intelligent Transportation Systems、Automation in Construction、Expert Systems with Applications、Advanced Engineering Informatics等SCI一二区学术期刊，以及《中国公路学报》、《中文信息学报》、《交通运输系统工程与信息》和《铁道科学与工程学报》等高质量国内学术期刊发表论文40余篇，合作出版专著2部、教材2部，申请/授权国家发明专利10余项，获中国产学研合作创新成果一等奖1项、重庆市科技进步二等奖1项、省级公路学会科学技术特等奖1项、一等奖1项。

【注：每年招收计算机科学与技术专业学术型硕士研究生1-2名，电子信息专硕1-2名，主要研究方向：自然语言处理（领域大型语言模型、混合上下文复杂问答）、知识图谱技术（动态知识表示学习、领域知识图谱构建、BIM合规智能审核）】 

• 代表性学术论文（*通讯作者）

[1]. Qiao Xiao, Ren Li*, Jianxi Yang, Yu Chen, Shixin Jiang, Di Wang. TPKE-QA: A Gapless Few-shot Extractive Question Answering Approach via Task-aware Post-training and Knowledge Enhancement[J]. Expert Systems with Applications, 2024, 254, 124475. (中科院一区SCI, JCR Q1)

[2]. Ren Li, Yu Chen, Hongyi Zhang, Jianxi Yang, Qiao Xiao, Shixin Jiang. A Question-aware Few-shot Text-to-SQL Neural Model for Industrial Databases[J]. International Journal of Intelligent Systems, 2024, revised. (中科院二区SCI, JCR Q1)

[3]. Ren Li, Qiao Xiao, Jianxi Yang, Yu Chen, Shixin Jiang, Di Wang. MRC-PiSCo: A Few-shot Machine Reading Comprehension Approach via Post-training and Span-level Contrastive Learning. IEEE-ACM Transactions on Audio, Speech and Language Processing, 2024, revised. (中科院一区SCI, JCR Q1)

[4]. Ren Li, Luyi Zhang, Qiao Xiao, Jianxi Yang, Shixin Jiang, Di Wang. Few-shot Machine Reading Comprehension for Bridge Inspection via Domain-specific and Task-aware Pre-tuning Approach[J]. Engineering Applications of Artificial Intelligence, 2024, revised. (中科院一区SCI, JCR Q1)

[5]. 杨建喜, 谢江村, 李韧*, 杨小霞, 肖桥, 蒋仕新, 贺丽荣. 概念-属性-实例多语义视图驱动的OWL知识图谱表示学习方法[J]. 软件学报, 2024, under review. (CCF-T1)

[6]. 张洪廙, 李韧*, 杨建喜, 杨小霞, 肖桥, 蒋仕新, 王笛. 表格问答研究综述[J]. 中文信息学报, 2024, 38(4):1-16. (CCF-T1)

[7]. 张玥, 李韧*, 杨建喜, 肖桥, 谢江村, 蒋仕新, 王笛. 基于深度神经网络的实体链接研究综述[J]. 中文信息学报, 2024, 38(8):1-14. (CCF-T1)

[8]. Jianxi Yang, Xiaoxia Yang, Ren Li*, Mengting Luo, Yue Zhang, Shixin Jiang, Di Wang. BERT and Hierarchical Cross Attention-based Question Answering over Bridge Inspection Knowledge Graph[J]. Expert Systems with Applications, 2023, 233, 120896. (中科院一区SCI, JCR Q1)

[9]. Ren Li, Qiao Xiao, Jianxi Yang, Hao Ren, Yu Chen. Few-shot Relation Extraction via Entity Feature Enhancement and Attention-based Prototypical Network[J]. International Journal of Intelligent Systems, 2023, 1186977. (中科院二区SCI, JCR Q1)

[10]. 杨建喜, 向芳悦, 李韧*, 李东, 蒋仕新, 张露伊, 肖桥. 长短答案分类指导的机器阅读理解方法[J]. 中文信息学报, 2023, 37(5):144-154. (CCF-T1）

[11]. Jianxi Yang, Fangyue Xiang, Ren Li*, Luyi Zhang, Xiaoxia Yang, Shixin Jiang, Hongyi Zhang, Di Wang, Xinlong Liu. Intelligent Bridge Management via Big Data Knowledge Engineering[J]. Automation in Construction, 2022, 135: 104118. (中科院一区SCI, JCR Q1)

[12]. Xiaoxia Yang, Jianxi Yang, Ren Li*, Hao Li, Hongyi Zhang, Yue Zhang. Complex Knowledge Base Question Answering for Intelligent Bridge Management based on Multi-task Learning and Cross-task constraints[J]. Entropy, 2022, 24, 1805. (中科院三区SCI, JCR Q2)

[13]. 任浩, 李韧*, 杨建喜, 肖桥, 杨小霞, 蒋仕新, 王笛. 面向垂直领域上下文特性的少样本关系抽取方法研究[J]. 中文信息学报, 2023, 已录用. (CCF-T1).

[14]. 杨小霞, 杨建喜, 李韧*, 罗梦婷, 蒋仕新, 王笛, 杨一帆. 公路桥梁检测领域知识图谱构建与知识问答研究[J]. 计算机应用, 2022,  42(S1):28-36. (CCF-T2)

[15]. Ren Li, Tianjin Mo, Jianxi Yang, Shixin Jiang, Tong Li, Yiming Liu. Ontologies-based Domain Knowledge Modeling and Heterogeneous Sensor Data Integration for Bridge Health Monitoring Systems[J]. IEEE Transactions on Industrial Informatics, 2021, 17(1):321-332. (中科院一区SCI，JCR Q1)

[16]. Ren Li, Tianjin Mo, Jianxi Yang, Dong Li, Shixin Jiang, Di Wang. Bridge Inspection Named Entity Recognition via BERT and Lexicon Augmented Machine Reading Comprehension Neural Model[J]. Advanced Engineering Informatics. 2021, 50: 101416. (中科院二区SCI, JCR Q1, CCF-B)

[17]. Ren Li, Dong Li*, Jianxi Yang, Fangyue Xiang, Hao Ren, Shixin Jiang, Luyi Zhang. Joint Extraction of Entities and Relations via Entity Correlated Attention Neural Model[J]. Information Sciences, 2021, 581:179-193. (中科院一区SCI，JCR Q1，CCF-B)

[18]. 李韧, 李童, 杨建喜, 莫天金, 蒋仕新，李东. 基于Transformer-BiLSTM-CRF的桥梁检测领域命名实体识别[J]. 中文信息学报, 2021, 35(4):88-96. (CCF-T1)

[19]. 杨建喜, 郁超顺, 李韧*, 杜利芳, 蒋仕新, 张廷萍. 基于多周期组件时空神经网络的路网通行速度预测[J]. 交通运输系统工程与信息, 2021, 21(3): 112-119. (EI，一级学会刊物)

[20]. Wenhao Tang, Sheng Huang*, Qiming Zhao, Ren Li, Luwen Huangfu. An Iteratively Optimized Patch Label Inference Network for Automatic Pavement Disease Detection[J]. IEEE Transactions on Intelligent Transportation Systems. 2022, 23(7): 8652-8661. (中科院一区SCI, JCR Q1)

[21]. Jianxi Yang, Hao Li, Junzhi Zou, Shixin Jiang*, Ren Li, Xinlong Liu. Concrete Crack Segmentation based on UAV-enabled Edge Computing[J]. Neurocomputing, 2021, 485: 233-241. (中科院二区SCI，JCR Q1，CCF-C)

[22]. Jianxi Yang, Fei Yang, Likai Zhang, Ren Li, Shixin Jiang, Guiping Wang, Le Zhang*, Zeng Zeng. Bridge Health Anomaly Detection using Deep Support Vector Data Description[J]. Neurocomputing, 2021, 444:170-178.(中科院二区SCI，JCR Q1，CCF-C)

[23]. Jianxi Yang, Fei Yang, Yingxin Zhou, Di Wang*, Ren Li, Guiping Wang, Wangqiao Chen. A Data-driven Structural Damage Detection Framework based on Parallel Convolutional Neural Network and Bidirectional Gated Recurrent Unit[J]. Information Sciences, 2021, 566:103-117. (中科院一区SCI，JCR Q1, CCF-B)

[24]. 杨建喜, 张利凯, 李韧*, 何盈盈, 蒋仕新, 王桂平. 联合卷积与长短记忆神经网络的桥梁结构损伤识别研究[J]. 铁道科学与工程学报, 2020, 17(8):1893-1902. (EI)

[25]. Jianxi Yang, Likai Zhang, Cen Chen*, Yangfan Li, Ren Li, Guiping Wang, Shixin Jiang, Zeng Zeng*. A Hierarchical Deep Convolutional Neural Network and Gated Recurrent Unit for Structural Damage Detection[J]. Information Sciences, 2020, 540:117-130. (中科院一区SCI，JCR Q1, CCF-B)

[26]. 莫天金, 李韧*, 杨建喜, 李童, 蒋仕新, 李东. 公路桥梁定期检测领域命名实体识别语料库构建[J]. 计算机应用, 2020, 40(S1):103-108. (CCF-T2)