| 2026 | ACL | BCL: Bayesian In-Context Learning Framework for Information Extraction. | Haoliang Liu, Chengkun Cai, Xu Zhao, Han Zhu, Shizhou Huang, Xinglin Zhang, Tao Chen, Jenq-Neng Hwang, Huaping Zhang, Lei Li |
| 2025 | AAAI | GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition. | Shizhou Huang, Bo Xu, Yang Yu, Changqun Li, Xin Alex Lin |
| 2025 | COLING | A Graph Interaction Framework on Relevance for Multimodal Named Entity Recognition with Multiple Images. | Jiachen Zhao, Shizhou Huang, Xin Lin |
| 2025 | DASFAA | Retrieval-Based Multimodal Data Augmentation for Multimodal Information Extraction in Social Media. | Shizhou Huang, Bo Xu, Yang Yu, Changqun Li, Xin Lin |
| 2025 | NAACL | MRE-MI: A Multi-image Dataset for Multimodal Relation Extraction in Social Media Posts. | Shizhou Huang, Bo Xu, Changqun Li, Yang Yu, Xin Alex Lin |
| 2024 | COLING | MNER-MI: A Multi-image Dataset for Multimodal Named Entity Recognition in Social Media. | Shizhou Huang, Bo Xu, Changqun Li, Jiabo Ye, Xin Lin |
| 2024 | EMNLP | MGCL: Multi-Granularity Clue Learning for Emotion-Cause Pair Extraction via Cross-Grained Knowledge Distillation. | Yang Yu, Xin Lin, Changqun Li, Shizhou Huang, Liang He |
| 2024 | NAACL | Hypernetwork-Assisted Parameter-Efficient Fine-Tuning with Meta-Knowledge Distillation for Domain Knowledge Disentanglement. | Changqun Li, Linlin Wang, Xin Lin, Shizhou Huang, Liang He |
| 2023 | DASFAA | A Unified Visual Prompt Tuning Framework with Mixture-of-Experts for Multimodal Information Extraction. | Bo Xu, Shizhou Huang, Ming Du, Hongya Wang, Hui Song, Yanghua Xiao, Xin Lin |
| 2023 | IJCNN | Knowledge Graph Enhanced Sentential Relation Extraction via Dual Heterogeneous Graph Context Selection. | Bo Xu, Nian Liu, Luyi Cheng, Shizhou Huang, Shouang Wei, Ming Du, Hui Song, Hongya Wang |
| 2023 | IJCNN | HSimCSE: Improving Contrastive Learning of Unsupervised Sentence Representation with Adversarial Hard Positives and Dual Hard Negatives. | Bo Xu, Shouang Wei, Luyi Cheng, Shizhou Huang, Hui Song, Ming Du, Hongya Wang |
| 2022 | COLING | Different Data, Different Modalities! Reinforced Data Splitting for Effective Multimodal Information Extraction from Social Media Posts. | Bo Xu, Shizhou Huang, Ming Du, Hongya Wang, Hui Song, Chaofeng Sha, Yanghua Xiao |
| 2022 | WSDM | MAF: A General Matching and Alignment Framework for Multimodal Named Entity Recognition. | Bo Xu, Shizhou Huang, Chaofeng Sha, Hongya Wang |