
个人信息简介
姓名:杨文冕 学历:博士 职称:特聘副研究员 电子邮箱:wenmianyang@bnu.edu.cn
北京师范大学珠海校区特聘副研究员。研究方向涵盖自然语言处理、信息检索、时间序列分析与迁移学习。迄今已在ACL、EMNLP、ICCV、AAAI、IJCAI 等国际顶级会议及TOIS、TNNLS 等期刊发表论文30 余篇,谷歌学术引用1000 余次(截至2026 年4 月)。其中CCF-A 类论文11 篇(7 篇为第一作者或通讯作者),CCF-B 类论文11 篇(7 篇为第一作者或通讯作者);受邀担任ACL ARR 领域主席及AAAI、KDD、IJCAI、ACM MM 等顶级会议审稿人,兼任《Computational Linguistics》期刊长期审稿人、中国计算机学会自然语言处理专委会执委、中国中文信息学会大模型与生成专业委员执委。
教育背景
2011.09-2015.06 大连理工大学,计算机科学与技术,工学学士
2015.09-2020.06 上海交通大学,计算机科学与技术,工学博士
工作经历
2020.08-2021.12 新加坡国立大学 博士后研究员
2021.12-2024.03 南洋理工大学 博士后研究员
2024.04-至今 北京师范大学,人工智能与未来网络研究院,特聘副研究员
研究方向
1. 自然语言处理与文本理解
2. 任务型对话系统与问答
3. 时间序列分析与预测
4. 迁移学习与领域自适应
5. 大语言模型与智能体应用
科研项目
1. 博士后海外引才专项(第2 批) 2024.12 – 2026.12 主持
2. 国家自然科学基金重点项目(No. 61532013), 大规模人-机-物实体对象协同感知与关联,2016.01 – 2020.12,参与
出版著作
《深度学习与短文本信息挖掘》,科学出版社2023年版
发表论文
* 为通讯作者
1. Backtest-Bench: Benchmarking Large Language Models for Automated Quantitative Strategy Backtesting. Zhensheng Wang, Wenmian Yang*, Qingtai Wu, Lequan Ma, Yiquan Zhang, and Weijia Jia*. In KDD 2026, Jeju, Korea. (CCF-A 类会议)
2. Zhensheng Wang, ZhanTeng Lin, Wenmian Yang*, KunZhou, Yiquan Zhang, and Weijia Jia. ODUTQA-MDC: A Task for Open-Domain Underspecified Tabular QA with Multi-turn Dialogue-based Clarification. In ACL 2026, San Diego, California, USA. (CCF-A 类会议)
3. Yindong Zhang, Wenmian Yang*, Yiquan Zhang, and Weijia Jia. ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering. In ACL 2026, San Diego,California, USA. (CCF-A 类会议)
4. Zhensheng Wang, Xiaole Liu, Wenmian Yang*, KunZhou, Yiquan Zhang, and Weijia Jia*. ODTQA-FoRe: An Open-Domain Tabular Question Answering Dataset for Future Data Forecasting and Reasoning. Findings of ACL 2026, San Diego, California, USA.
5. KunZhou, Jiakai He, Wenmian Yang*, Zhensheng Wang, Yiquan Zhang, and Weijia Jia*. Automatic Slide Updating with User-Defined Dynamic Templates and Natural Language Instructions. Findings of ACL 2026, San Diego, California, USA.
6. Zhensheng Wang, Wenmian Yang*, Kun Zhou, Yiquan Zhang, and Weijia Jia*. RETQA: A Large-ScaleOpen-Domain Tabular Question Answering Dataset for Real Estate Sector. In AAAI 2025, San Diego,California, USA. (CCF-A 类会议)
7. Lizhi Cheng, Wenmian Yang*, and Weijia Jia*. A scope sensitive and result attentive model for multi-intent spoken language understanding. In AAAI 2023, Washington, DC, USA. (CCF-A 类会议)
8. Lizhi Cheng, Weijia Jia*, and Wenmian Yang*. Capture Salient Historical Information: A Fast and Ac-curate Non-Autoregressive Model for Multi-turn Spoken Language Understanding. ACM Transactions on Information Systems (2022): 1- 32. (CCF-A 类期刊)
9. Wenmian Yang, Weijia Jia, Xiaojie Zhou, and Yutao Luo. Legal Judgment Prediction via Multi-Perspective Bi-Feedback Network. In IJCAI 2019, Macao, China. (CCF-A 类会议)
10. Jianfei Wu, Wenmian Yang*, Bingning Liu, and Weijia Jia*. TLCCSP: A Scalable Framework for Enhancing Time Series Forecasting with Time-Lagged Cross-Correlations. In CIKM 2025, Seoul, Korea. (CCF-B 类会议)
11. Wenmian Yang, Lizhi Cheng, Mohamed Ragab, Min Wu, Sinno Jialin Pan, Zhenghua Chen. A virtual-label-based hierarchical domain adaptation method for time-series classification. IEEE Transactions on Neural Networks and Learning Systems (2024): 1412 - 1427. (CCF-B 类期刊/ SCI 一区)
12. Lizhi Cheng, Weijia Jia*, and Wenmian Yang*. An effective non-autoregressive model for spoken language understanding. In CIKM 2021, online. (CCF-B 类会议)
13. Wenmian Yang, Weijia Jia, Wenyuan Gao, Xiaojie Zhou, and Yutao Luo. Interactive Variance Attention-based Online Spoiler Detection for Time-Sync Comments. In CIKM 2019, Beijing, China. (CCF-B 类会议)
14. Wenmian Yang, Kun Wang, Na Ruan, Wenyuan Gao, Weijia Jia, Wei Zhao, Nan Liu, and Yunyong Zhang. Time-sync Video Tag Extraction Using Semantic Association Graph. ACM Transactions on Knowledge Discovery from Data (2019): 1-24. (CCF-B 类期刊)
15. Wenmian Yang, Wenyuan Gao, Xiaojie Zhou, Weijia Jia, Shaohua Zhang, and Yutao Luo. Herding Effect based Attention for Personalized Time-Sync Video Recommendation. In ICME 2019, Shanghai, China. (CCF-B 类会议)
16. Wenmian Yang, Na Ruan, Wenyuan Gao, Kun Wang, Wensheng Ran, and Weijia Jia. Crowdsourced time-sync video tagging using semantic association graph. In ICME 2017, Hong Kong, China. (CCF-B 类会议)
教学工作
本科生:《自然语言处理》、《自然语言处理实践课》、《人工智能导论》、《信息处理技术》
社会工作
ACL ARR 领域主席
AAAI、KDD、ICCV、IJCAI、ACM MM 等顶级会议审稿人
《Computational Linguistics》期刊长期审稿人
中国计算机学会自然语言处理专委会执委
中国中文信息学会大模型与生成专委会执委。