我是东南大学计算机科学工程学院的一名博士后,隶属于认知智能研究所(COIN 实验室),师从漆桂林教授。我在东南大学完成了软件工程专业的博士和硕士学位。在此之前,我在东北大学获得了物联网工程本科学位。
我对人工智能的发展有着广泛的兴趣,尤其关注将结构化或半结构化知识整合到大语言模型等基础模型中,以提高它们在问题解答和其他更复杂任务中的性能。我还关注基础模型的持续学习能力,以便随着时间的推移不断适应和发展。这就需要有机制来更新其知识库,以应对新的知识、趋势和所处环境的变化。
博士:东南大学软件工程,2020年9月 ~ 2024年6月 导师:漆桂林 教授
硕士:东南大学软件工程,2017年9月 ~ 2020年6月 导师:李慧颖 副教授
本科:东北大学物联网专业,2013年9月 ~ 2017年6月
第一作者论文:
[2024] DoG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Instruction Wrapping
Yongrui Chen, Haiyun Jiang, Xinting Huang, Shuming Shi, Guilin Qi. In Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL’24)
[2023] Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing
Yongrui Chen* , Shenyu Zhang*, Guilin Qi, Xinnan Guo. In Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS’23) (*: Equal Contribution)
[2023] Learn from yesterday: A semi-supervised continual learning method for supervision-limited text-to-sql task streams
Yongrui Chen, Xinnan Guo, Tongtong Wu, Guilin Qi, Yang Li, Yang Dong. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI’23)
[2023] Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions Over Knowledge Graphs
Yongrui Chen, Huiying Li, Guilin Qi, Tianxing Wu, Tenggou Wang. In IEEE Transactions on Knowledge and Data Engineering (TKDE)
[2021] Leveraging table content for zero-shot text-to-sql with meta-learning
Yongrui Chen, Xinnan Guo, Chaojie Wang, Jian Qiu, Guilin Qi, Meng Wang, Huiying Li. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI’21)
[2020] Formal query building with query structure prediction for complex question answering over knowledge base
Yongrui Chen, Huiying Li, Yuncheng Hua, Guilin Qi. In Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI’20)
[2020] DAM: Transformer-based relation detection for Question Answering over Knowledge Base
Yongrui Chen, Huiying Li. In Knowledge-Based Systems (KBS)
[2019] Convolutional neural network-based question answering over knowledge base with type constraint
Yongrui Chen, Huiying Li, Zejian Xu. In Knowledge Graph and Semantic Computing. Knowledge Computing and Language Understanding: Third China Conference (CCKS’18)