| 2026 | AAAI | MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision. | Shuyang Jiang, Yusheng Liao, Zhe Chen, Ya Zhang, Yanfeng Wang, Yu Wang |
| 2026 | ACL | HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks. | Zhe Chen, Yusheng Liao, Zhiyuan Zhu, Haolin Li, Hongcheng Liu, Yanfeng Wang, Yu Wang |
| 2026 | ACL | SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning. | Lina Yang, Yusheng Liao, 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 | ACL | ReflecTool: Towards Reflection-Aware Tool-Augmented Clinical Agents. | Yusheng Liao, Shuyang Jiang, Yanfeng Wang, Yu Wang |
| 2025 | ACL | EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge. | Zhiyuan Zhu, Yusheng Liao, Zhe Chen, Yuhao Wang, Yunfeng Guan, 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 | DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction. | Yiqi Li, Yusheng Liao, Zhe Chen, 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 | ICLR | Fine-tuning with Reserved Majority for Noise Reduction. | Shuyang Jiang, Yusheng Liao, Ya Zhang, Yanfeng Wang, Yu Wang |
| 2024 | ACL | MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception. | Yuhao Wang, Yusheng Liao, Heyang Liu, Hongcheng Liu, Yanfeng Wang, Yu Wang |
| 2024 | EMNLP | MedCare: Advancing Medical LLMs through Decoupling Clinical Alignment and Knowledge Aggregation. | Yusheng Liao, Shuyang Jiang, Zhe Chen, Yanfeng Wang, Yu Wang |
| 2024 | EMNLP | RA2FD: Distilling Faithfulness into Efficient Dialogue Systems. | Zhiyuan Zhu, Yusheng Liao, Chenxin Xu, Yunfeng Guan, Yanfeng Wang, Yu Wang |
| 2023 | EMNLP | Self-Improvement of Non-autoregressive Model via Sequence-Level Distillation. | Yusheng Liao, Shuyang Jiang, Yiqi Li, Yu Wang, Yanfeng Wang |
| 2023 | Interspeech | Contrastive Learning Based ASR Robust Knowledge Selection For Spoken Dialogue System. | Zhiyuan Zhu, Yusheng Liao, Yu Wang, Yunfeng Guan |