I am Qian Li (李倩), currently a postdoctoral researcher at Beijing University of Posts and Telecommunications (BUPT). I received my Ph.D. degree in 2024 from Beihang University (BUAA), my M.S. degree from BUPT in 2019, and my B.S. degree from Central South University (CSU) in 2016.

My research focused on natural language processing, knowledge graph and multi-modal machine learning. I have published a total of 27 papers in conferences/journals such as WWW, ACL, IJCAI, AAAI, ACMMM, CIKM, TASLP, and TNNLS, with 12 of them as the first author. Additionally, I have been granted 8 Chinese patents, with 3 of them as the first inventor by students. I was awarded the first prize of Big Data Center Science and Technology Progress by State Grid Co., LTD. Furthermore, I achieved first place in the international Data competition CodaLab Platform Event Detection Challenge. In addition, I have participated in information extraction related evaluation tasks sponsored by CCKS for two consecutive years and achieved first place and the technology innovation award. If you are interested in discussing or collaborating with me, please feel free to contact me.

Publications

2024

Multi-Modal Inductive Framework for Text-Video Retrieval.
Qian Li, Yucheng Zhou, Cheng Ji, Feihong Lu, Jianian Gong, Shangguang Wang, Jianxin Li.
ACM Multimedia 2024 (ACM MM 2024), CCF-A.

MIKO: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery.
Feihong Lu, Weiqi Wang, Yangyifei Luo, Ziqin Zhu, Qingyun Sun, Baixuan Xu, Haochen Shi, Shiqi Gao, Qian Li, Yangqiu Song, Jianxin Li.
ACM Multimedia 2024 (ACM MM 2024), CCF-A.

LLM-based Multi-Level Knowledge Generation for Few-shot Knowledge Graph Completion.
Qian Li, Zhuo Chen, Cheng Ji, Shiqi Jiang, Jianxin Li.
The 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024), CCF-A.

ReGCL: Rethinking Message Passing in Graph Contrastive Learning.
Cheng Ji, Zixuan Huang, Qingyun Sun, Hao Peng, Xingcheng Fu, Qian Li, Jianxin Li.
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2024), CCF-A.

MKGL: Mastery of a Three-Word Language.
Lingbing Guo Zhongpu Bo, Zhuo Chen, Yichi Zhang, Jiaoyan Chen, Lan Yarong, Mengshu Sun, Zhiqiang Zhang, Yangyifei Luo, Qian Li, Qiang Zhang, Wen Zhang, Huajun Chen.
Advances in Neural Information Processing Systems 2024 (NeurIPS (Spotlight)), CCF-A.

L-APPLE: Language-agnostic Prototype Prefix Learning for Cross-lingual Event Detection.
Ziqin Zhu, Xutan Peng, Qian Li, Cheng Ji, Qingyun Sun and Jianxin Li, Jianxin Li.
33st ACM International Conference on Information and Knowledge Management (CIKM 2024), CCF-B.

Table-Filling via Mean Teacher for Cross-domain Aspect Sentiment Triplet Extraction.
Kun Peng, Lei Jiang, Qian Li, Haoran Li, Xiaoyan Yu, Li Sun, Shuo Sun, Yanxian Bi and Hao Peng.
33st ACM International Conference on Information and Knowledge Management (CIKM 2024), CCF-B.

Adaptive Differentially Private Structural Entropy Minimization for Unsupervised Social Event Detection.
Zhiwei Yang, Yuecen Wei, Haoran Li, Qian Li, Lei Jiang, Li Sun, Xiaoyan Yu, Chunming Hu and Hao Peng.
33st ACM International Conference on Information and Knowledge Management (CIKM 2024), CCF-B.

Few-Shot Multimodal Named Entity Recognition based on Multimodal Causal Intervention Graph.
Feihong Lu, Xiaocui Yang, Qian Li, Qingyun Sun, Ke Jiang, Cheng Ji, Jianxin Li.
LREC-COLING 2024 (COLING 2024), CCF-B.

Decomposition and recombination. A soft cascade model for event detection.
Yiming Hei, Jiawei Sheng, Lihong Wang, Qian Li, Shu Guo, Jianwei Liu.
Knowledge-Based Systems (KBS 2024), SCI Q1, 中科院一区, CCF-C.

Triplet-Aware Graph Neural Networks for Factorized Multi-Modal Knowledge Graph Entity Alignment.
Qian Li, Jianxin Li, Jia Wu, Xutan Peng, Cheng Ji, Hao Peng, Lihong Wang, Philip S. Yu.
Neural Networks (NN 2024), SCI Q1, 中科院一区, CCF-B.

A comprehensive survey on pretrained foundation models: A history from bert to chatgpt.
Ce Zhou, Qian Li, Chen Li, Jun Yu, Yixin Liu, Guangjing Wang, Kai Zhang, Cheng Ji, Qiben Yan, Lifang He, Hao Peng, Jianxin Li, Jia Wu, Ziwei Liu, Pengtao Xie, Caiming Xiong, Jian Pei, Philip S Yu, Lichao Sun.
International Journal of Machine Learning and Cybernetics (JMLC 2024), SCI Q1, 共一.

2023

Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment.
Qian Li, Shu Guo, Yangyifei Luo, Cheng Ji, Lihong Wang, Jiawei Sheng, Jianxin Li.
Proceedings of the ACM Web Conference 2023 (WWW 2023), CCF-A.
[PDF] [Code]

Dual-Gated Fusion with Prefix-Tuning for Multi-Modal Relation Extraction.
Qian Li, Shu Guo, Cheng Ji, Xutan Peng, Shiyao Cui, Jianxin Li, Lihong Wang.
The 61st Annual Meeting of the Association for Computational Linguistics (ACL findings 2023), CCF-A.
[PDF] [Code]

Text-Video Retrieval via Multi-Modal Hypergraph Networks.
Qian Li, Lixin Su, Jiashu Zhao, Long Xia, Hengyi Cai, Suqi Cheng, Hengzhu Tang, Junfeng Wang, Dawei Yin.
Proceedings of the 17th ACM International Conference on Web Search and Data Mining (WSDM 2023), CCF-B.
PDF

Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment.
Qian Li, Cheng Ji, Shu Guo, Zhaoji Liang, Lihong Wang, Jianxin Li.
Findings of the Association for Computational Linguistics: EMNLP 2023 (EMNLP 2023 Findings), CCF-B.
PDF

Event Extraction by Associating Event Types and Argument Roles.
Qian Li, Shu Guo, Jia Wu, Jianxin Li, Jiawei Sheng, Hao Peng, Lihong Wang.
IEEE Transactions on Big Data (TBD 2023), SCI Q1, JCR 2区, CCF-C.
[PDF] [Code]

A Comprehensive Survey on Automatic Knowledge Graph Construction.
Lingfeng Zhong, Jia Wu, Qian Li, Hao Peng, Xindong Wu.
ACM Computing Surveys (CSUR 2023), JCR 1区.
[PDF]

Label graph augmented soft cascade decoding model for overlapping event extraction.
Yiming Hei, Lihong Wang, Jiawei Sheng, Jianwei Liu, Qian Li, Shu Guo.
International Journal of Machine Learning and Cybernetics (JMLC), SCI Q1.
[PDF]

2022

A Survey on Deep Learning Event Extraction: Approaches and Applications.
Qian Li, Jianxin Li, Jiawei Sheng, Shiyao Cui, Jia Wu, Yiming Hei, Hao Peng, Shu Guo, Lihong Wang, Amin Beheshti, Philip S. Yu.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IF:14.255, SCI Q1, JCR 1区, CCF-B.
[PDF]

A survey on text classification: From shallow to deep learning.
Qian Li, Hao Peng, Jianxin Li, Congying Xia, Renyu Yang, Lichao Sun, Philip S Yu, Lifang He.
ACM Transactions on Intelligent Systems and Technology (TIST), IF:10.489, SCI Q1, JCR 3区, CCF-B
[PDF] [Repository]

Type Information Utilized Event Detection via Multi-Channel GNNs in Electrical Power Systems.
Qian Li, Jianxin Li, Lihong Wang, Cheng Ji, Yiming Hei,Jiawei Sheng, Qingyun Sun, Shan Xue, Pengtao Xie.
Transactions on the Web (TWEB), SCI Q1, JCR 3区, CCF-B
[PDF] [Code]

Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-Squashing.
Qingyun Sun, Jianxin Li, Haonan Yuan, Xingcheng Fu, Hao Peng, Cheng Ji, Qian Li and Philip S. Yu.
31st ACM International Conference on Information and Knowledge Management (CIKM 2022), CCF-B
[PDF] [Code]

A Dual-Classifier Model for General Fine-Grained Event Detection Task.
Yiming Hei, Qian Li, Caibo Zhou, Rui Sun, Jinglin Yang, Jiawei Sheng, Shu Guo, Lihong Wang.
China Conference on Knowledge Graph and Semantic Computing (CCKS 2022)
[PDF] [Code]

2021

Reinforcement Learning-based Dialogue Guided Event Extraction to Exploit Argument Relations.
Qian Li, Hao Peng, Jianxin Li, Yuanxing Ning, Lihong Wang, Philip S Yu, Zheng Wang.
IEEE Transactions on Audio, Speech, and Language Processing (TASLP), SCI Q1, JCR 1区, CCF-B
[PDF] [Code]

CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event Extraction.
Jiawei Sheng, Shu Guo, Bowen Yu, Qian Li, Yiming Hei, Lihong Wang, Tingwen Liu, Hongbo Xu.
In Findings of the 59th Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2021), CCF-A
[PDF] [Code]

A Joint Learning Framework for the CCKS-2020 Financial Event Extraction Task.
iawei Sheng, Qian Li, Yiming Hei, Shu Guo, Bowen Yu, Lihong Wang, Min He, Tingwen Liu, Hongbo Xu.
Data Intelligence (DI 2021), EI
[PDF] [Code]

Competitions

• CodaLab International Competition 2021, MAVEN Channel, Top 1, 2021.

• CCKS 2021, Fine-grained Event Detection Competition,Top 1, 2021.

• CCKS 2020, Few-shot Cross-domain Event Extraction Competition, Top 1, 2020.

• China International College Student Innovation Competition 2023, National Silver Award, Top 2, 2023.

• Chint Cup 2022, The 7th China Graduate Contest on Smart-city Technology and Creative Design, Top 2, 2022.

Academic and Social Services

Conference/Journal Reviewer

• ACL, NIPS, ICLR, SIGIR, KDD, ACMMM, IJCAI, AAAI, EMNLP, COLING, CIKM, ECAI, CCL, NLPCC, CCKS, etc.

• IEEE TKDE, Neural Networks, ACM Computing Surveys, Knowledge-Based Systems, Transactions on the Web, CAIS, JMLC, etc.