| 2026 | ACL | Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs. | Hongcheng Liu, Yuhao Wang, Zhe Chen, Pingjie Wang, Zhiyuan Zhu, Yixuan Hou, Yanfeng Wang, Yu Wang |
| 2026 | ACL | When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs. | Hongcheng Liu, Pingjie Wang, Yuhao Wang, Siqu Ou, Yanfeng Wang, Yu Wang |
| 2025 | ACL | Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications. | Zhe Chen, Yusheng Liao, Shuyang Jiang, Pingjie Wang, Yiqiu Guo, Yanfeng Wang, Yu Wang |
| 2025 | EMNLP | DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models. | YiQiu Guo, Yuchen Yang, Zhe Chen, Pingjie Wang, Yusheng Liao, Ya Zhang, Yanfeng Wang, Yu Wang |
| 2025 | EMNLP | Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning. | Siqu Ou, Hongcheng Liu, Pingjie Wang, Yusheng Liao, Chuan Xuan, Yanfeng Wang, Yu Wang |
| 2025 | ICASSP | AuscMLLM: Bridging Classification and Reasoning in Heart Sound Analysis with a Multimodal Large Language Model. | Zihan Zhao, Pingjie Wang, Liudan Zhao, Ya Zhang, Kun Sun, Xin Sun, Xin Zhou, Yanfeng Wang, Yu Wang |
| 2025 | ICLR | Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File Selection. | Ziqing Fan, Siyuan Du, Shengchao Hu, Pingjie Wang, Li Shen, Ya Zhang, Dacheng Tao, Yanfeng Wang |
| 2024 | COLING | CE-VDG: Counterfactual Entropy-based Bias Reduction for Video-grounded Dialogue Generation. | Hongcheng Liu, Pingjie Wang, Zhiyuan Zhu, Yanfeng Wang, Yu Wang |
| 2024 | COLING | Pruning before Fine-tuning: A Retraining-free Compression Framework for Pre-trained Language Models. | Pingjie Wang, Hongcheng Liu, Yanfeng Wang, Yu Wang |
| 2024 | EMNLP | HSDreport: Heart Sound Diagnosis with Echocardiography Reports. | Zihan Zhao, Pingjie Wang, Liudan Zhao, Yuchen Yang, Ya Zhang, Kun Sun, Xin Sun, Xin Zhou, Yu Wang, Yanfeng Wang |
| 2024 | ICASSP | MSG-BART: Multi-Granularity Scene Graph-Enhanced Encoder-Decoder Language Model for Video-Grounded Dialogue Generation. | Hongcheng Liu, Zhe Chen, Hui Li, Pingjie Wang, Yanfeng Wang, Yu Wang |