About me
Hi! I am a tenure-track assistant professor in the School of Computer Science and Technology of Shandong University, as a member of the Information Retrieval Lab. I got my Ph.D degree at Wangxuan Institute of Computer Technology (WICT), Peking University, supervised by Prof. Rui Yan and Prof. Dongyan Zhao. I’m working on pre-train language models, LLM-based agents, and tool learning.
Prospective students: I am looking for highly motivated PhD students, masters, and interns (local and remote). If you are interested in working with me on pre-train language models, LLM-based agents, and tool learning, please send me an email with your CV. (shengao at pku.edu.cn)
Selected Publications (Full List)
Shen Gao, Jiabao Fang, Quan Tu, Zhitao Yao, Zhumin Chen, Pengjie Ren, Zhaochun Ren. Generative News Recommendation. WWW 2024. PDF- Shen Gao, Zhengliang Shi, Minghang Zhu, Bowen Fang, Xin Xin, Pengjie Ren, Zhumin Chen, Jun Ma, Zhaochun Ren. Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum. Accepted by AAAI 2024. PDF
- Xiuying Chen*, Shen Gao*, Mingzhe Li, Qingqing Zhu, Xin Gao, Xiangliang Zhang. Write Summary Step-by-Step: A Pilot Study of Stepwise Summarization. TASLP. PDF
Shen Gao, Xin Cheng, Mingzhe Li, Xiuying Chen, Jinpeng Li, Dongyan Zhao and Rui Yan. Dialogue Summarization with Static-Dynamic Structure Fusion Graph. Accepted by ACL 2023. PDF
Quan Tu*, Shen Gao*, Xiaolong Wu, Zhao Cao, Ji-Rong Wen and Rui Yan. SSP: Self-Supervised Post-training for Conversational Search. Accepted by ACL 2023 Findings. PDF
Shen Gao, Zhitao Yao, Chongyang Tao, Xiuying Chen, Pengjie Ren, Zhaochun Ren and Zhumin Chen. UMSE: Unified Multi-scenario Summarization Evaluation. Accepted by ACL 2023 Findings. PDF
Shen Gao, Haotong Zhang, Xiuying Chen, Chongyang Tao, Dongyan Zhao and Rui Yan. A Trend of AI Conference Convergence in Similarity: An Empirical Study through Trans-Temporal Heterogeneous Graph. Accepted by TKDE. PDF
Shen Gao, Yuchi Zhang, Yongliang Wang, Yang Dong, Xiuying Chen, Dongyan Zhao and Rui Yan. HeteroQA: Learning towards Question-and-Answering through Multiple Information Sources via Heterogeneous Graph Modeling. Accepted by WSDM 2022. PDF
Shen Gao, Xiuying Chen, Chang Liu, Dongyan Zhao and Rui Yan. BioGen: Generating Biography Summary under Table Guidance on Wikipedia. Accepted by ACL Findings 2021. PDF
Shen Gao, Xiuying Chen, Zhaochun Ren, Dongyan Zhao and Rui Yan. Meaningful Answer Generation of E-Commerce Question-Answering. Accepted by TOIS (CCF Rank A) (Invited to Present for SIGIR 2021). PDF
Shen Gao, Xiuying Chen, Li Liu, Dongyan Zhao and Rui Yan. Learning to Respond with Your Favorite Stickers: A Framework of Unifying Multi-Modality and User Preference in Multi-Turn Dialog. Accepted by TOIS (CCF Rank A) (Invited to Present for SIGIR 2021). PDF
Shen Gao, Xiuying Chen, Zhaochun Ren, Dongyan Zhao and Rui Yan. From Standard Summarization to New Tasks and Beyond: Summarization with Manifold Information. Accepted by IJCAI 2020 (CCF Rank A) (Special Track. Acceptance criteria: 1) Core AI topic and 2) The list of authors should contain at least one author who has made significant contributions to the topic over the last few years and can be considered an expert on that topic.) PDF
Shen Gao, Xiuying Chen, Chang Liu, Li Liu, Dongyan Zhao and Rui Yan. Learning to Respond with Stickers: A Framework of Unifying Multi-Modality in Multi-Turn Dialog. Accepted by WWW 2020 (CCF Rank A). PDF
Shen Gao, Xiuying Chen, Piji Li, Zhangming Chan, Dongyan Zhao and Rui Yan. How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing. Accepted by EMNLP 2019 (CCF Rank B). PDF
Shen Gao, Xiuying Chen, Piji Li, Zhaochun Ren, Lidong Bing, Dongyan Zhao and Rui Yan. Abstractive Text Summarization by Incorporating Reader Comments. Accepted by AAAI 2019 (CCF Rank A). PDF
Shen Gao, Zhaochun Ren, Yihong Eric Zhao, Dongyan Zhao, Dawei Yin and Rui Yan. Product-Aware Answer Generation in E-Commerce Question-Answering. Accepted by WSDM 2019 (CCF Rank B). PDF
Invited Tutorials
- From Standard Summarization to New Tasks and Beyond: Tasks and Methods of Summarization with Manifold Information. In IJCAI 2021, Montreal, Canada, 2021. PDF