姓名：宋丹丹 职称：长聘教授 导师类型：博士和硕士导师 团队名称：太赫兹科学应用研究团队 所属学域：海洋科技学域 邮箱：sdd@bit.edu.cn

研究领域

主要研究领域为：人工智能、大模型、知识挖掘

教育经历

2004年9月–2009年7月：清华大学大学计算机科学与技术专业 博士学位

2000年9月–2004年7月：清华大学大学计算机科学与技术专业 学士学位

工作经历

2020年7月– 今 ：北京理工大学计算机学院 长聘教授

2015年7月–2020年7月 ： 北京理工大学计算机学院 副教授

2009年7月–2015年7月 ： 北京理工大学计算机学院 助理教授

学术成果

1. 《跨媒体智能》。宋丹丹，胡琳梅，吴之璟。北京理工大学“双”建设精品出版工程。2025年1月。ISBN：9787576347241
2. A Fact-Checking Framework with Denoising Evidence Retrieval and LLM-Based Debate Verification. Jun Yang, Yuhan Bai, Dandan Song, et al. WWW 2026. (CCF A)
3. ActiShade: Activating Overshadowed Knowledge to Guide Multi-Hop Reasoning in Large Language Models. Hupeng Ma, Luan Zhang, Dandan Song, et al. AAAI 2026. (CCF A)
4. Detecting Hallucination in Large Language Models through Deep Internal Representation Analysis. Luan Zhang, Dandan Song, Zhijing Wu, Yuhang Tian, Changzhi Zhou, Jing Xu, Ziyi Yang, Shuhao Zhang. IJCAI 2025. (CCF A)
5. CompKBQA: Component-wise Task Decomposition for Knowledge Base Question Answering. Yuhang Tian, Dandan Song, Zhijing Wu, Pan Yang, Changzhi Zhou, Jun Yang, Hao Wang, Huipeng Ma, Chenhao Li, Luan Zhang. EMNLP 2025. (CCF B)
6. Span-Pair Interaction and Tagging for Dialogue-Level Aspect-Based Sentiment Quadruple Analysis. Changzhi Zhou, Zhijing Wu, Dandan Song, Linmei Hu, Yuhang Tian, Jing Xu. WWW 2024. (CCF A)
7. A collaborative learning framework for knowledge graph embedding and reasoning. Hao Wang, Dandan Song, Zhijing Wu, Jia Li, Yanru Zhou, Jing Xu. Knowledge-Based Systems. 289 (2024) 111505. (SCI一区)
8. A multi-level multi-task progressive framework based on relational graph convolutional networks for causal emotion entailment. Changzhi Zhou, Dandan Song, Zhijing Wu, Linmei Hu, Jing Xu, Yanru Zhou. Knowledge-Based Systems. 299 (2024) 112108. (SCI一区)
9. Dialogue State Distillation Network with Inter-Slot Contrastive Learning for Dialogue State Tracking. Jing Xu, Dandan Song, Chong Liu, Siu Cheung Hui, Fei Li, Qiang Ju, Xiaonan He, Jian Xie. AAAI 2023. (CCF A)
10. Entity alignment for temporal knowledge graphs via adaptive graph networks. Jia Li, Dandan Song, Hao Wang, Zhijing Wu, Changzhi Zhou, Yanru Zhou. Knowledge-Based Systems. 274 (2023) 110631. (SCI一区)
11. Uncertainty-aware Pseudo Label Refinery for Entity Alignment. Jia Li, Dandan Song. WWW 2022. (CCF A)
12. A Multi-turn Machine Reading Comprehension Framework with Rethink Mechanism for Emotion-Cause Pair Extraction. Changzhi Zhou, Dandan Song, Jing Xu, Zhijing Wu. COLING 2022. (CCF B)
13. Continuous temporal network embedding by modeling neighborhood propagation process. Yanru Zhou, Senlin Luo, Limin Pan, Lu Liu, Dandan Song. Knowledge-Based Systems. 239 (2022) 107998. (SCI一区)
14. KVL-BERT: Knowledge Enhanced Visual-and-Linguistic BERT for visual commonsense reasoning. Dandan Song, Siyi Ma, Zhanchen Sun, Sicheng Yang, Lejian Liao. Knowledge-Based Systems (KBS), 2021, 230, 107408. (SCI一区)
15. Classifier-adaptation knowledge distillation framework for relation extraction and event detection with imbalanced data. Dandan Song, Jing Xu, Jinhui Pang, Heyan Huang. Information Sciences (INS), 2021, 573 222–238. (SCI一区)
16. Modularized Interaction Network for Named Entity Recognition. Fei Li, Zheng Wang , Cheung Siu Hui, Lejian Liao, Dandan Song , Jing Xu, Guoxiu He, Meihuizi Jia. ACL 2021. (CCF A)
17. Effective Named Entity Recognition with Boundary-aware Bidirectional Neural Networks. Fei Li , Zheng Wang , Siu Cheung Hui , Lejian Liao , Dandan Song and Jing Xu. WWW 2021. (CCF A)
18. A Hybrid Discriminative Mixture Model for Cumulative Citation Recommendation. Lerong Ma, Dandan Song , Lejian Liao, Jingang Wang. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020, 32(4): 617-630. (CCF A)
19. Earlier attention? Aspect-aware LSTM for Aspect-based Sentiment Analysis. Bowen Xing, Lejian Liao, Dandan Song , Jingang Wang, Fuzheng Zhang, Zhongyuan Wang, and Heyan Huang. IJCAI 2019. (CCF A)
20. CAGAN: Consistent Adversarial Training Enhanced GANs. Yao Ni, Dandan Song, Xi Zhang, Hao Wu, Lejian Liao. IJCAI 2018. (CCF A)
21. REVnet: Bring Reviewing Into Video Captioning for a Better Description. Huidong Li, Dandan Song , Lejian Liao, Cuimei Peng. (CCF B)
22. Knowledge graph embedding with concepts. Niannian Guan, Dandan Song, Lejian Liao. Knowledge-Based Systems (KBS), 2019, 164(1)：38-44. (SCI一区)
23. FLAS: fast and high-throughput algorithm for PacBio long-read self-correction. Ergude Bao, Fei Xie, Changjin Song, Dandan Song. Bioinformatics, 35(20), 2019, 3953–3960. (CCF B)
24. Can Syntax Help? Improving an LSTM-based Sentence Compression Model for New Domains. Liangguo Wang, Jing Jiang, Hai Leong Chieu, Chen Hui Ong, Dandan Song, Lejian Liao. ACL 2017. (CCF A)
25. Inferring a Personalized Next Point-of-Interest Recommendation Model with Latent Behavior Patterns. Jing He, Xin Li, Lejian Liao, Dandan Song, William K. Cheung. AAAI 2016. (CCF A)
26. An Entity Class-Dependent Discriminative Model for Cumulative Citation Recommendation. Jingang Wang, Dandan Song , Qifan Wang, et al. SIGIR 2015. (CCF A）
27. Topic Modeling with document relative similarities. Jianguang Du, Jing Jiang, Dandan Song , Lejian Liao. IJCAI 2015. (CCF A)
28. LDTM: A Latent Document Type Model for Cumulative Citation Recommendation. Jingang Wang, Dandan Song, Zhiwei Zhang, Lejian Liao, Luo Si, Chin-Yew Lin. EMNLP 2015. (CCF B)
29. An association analysis between psychophysical characteristics and genome-wide gene expression changes in human adaptation to the extreme climate at the Antarctic Dome Argus. Chengli Xu#, Xiangwu Ju#, Dandan Song#, et al. Molecular Psychiatry, 2015, 20(4):536-44. (Nature子刊，SCI一区)

教学工作

1. 主讲本科生课程《面向对象技术与方法》

2. 主讲研究生课程《高级人工智能》

荣誉奖励

1. 2022年度国家级青年人才

2. 2025年指导学生获“青创北京”挑战杯“青智未来”新质生产力专项赛二等奖（《TruthLens : 基于 SparkLLM 的虚假新闻智能检测与识别与干预框架》）

3. 2025年指导学生获“青创北京”挑战杯“青聚AI”人工智能+专项三等奖（红旅智创:AI驱动的情境化思政实践育人系统——基于生成式大模型与虚拟仿真的动态赋能平台）

4. 2020年10月第十四届iCAN国际创新创业大赛北京赛区选拔赛二等奖

5. 2020年4月在国际视觉推理榜单上获得单一模型全球第二名

6. 2017年获军队科学进步三等奖

7. 2013年指导学生在第22届国际文本检索大会竞赛（TREC2013，KBA-CCR）中获得三项全球第一

8. 2013年入选北京市青年英才

9. 2012年入选微软铸星计划青年学者

社会兼职

1. 中国自动化学会智能自动化专委会副主任

2. 中国中文信息学会情感计算专委会委员

3. 中国人工智能学会智能服务专委会委员

4. 中国计算机学会生物信息学专委会委员

5. 中国青少年科技教育工作者协会人工智能普及教育专业委员会委员