| 2025 | ACL | SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation. | Jialong Wu, Zhenglin Wang, Linhai Zhang, Yilong Lai, Yulan He, Deyu Zhou |
| 2025 | ACL | VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism. | Congzhi Zhang, Jiawei Peng, Zhenglin Wang, Yilong Lai, Haowen Sun, Heng Chang, Fei Ma, Weijiang Yu |
| 2025 | COLING | AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval Alignment. | Yilong Lai, Jialong Wu, Congzhi Zhang, Haowen Sun, Deyu Zhou |
| 2025 | COLING | SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding. | Zhenglin Wang, Jialong Wu, Yilong Lai, Congzhi Zhang, Deyu Zhou |
| 2025 | COLING | LASS: A Novel and Economical Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization. | Yanyue Zhang, Pengfei Li, Yilong Lai, Yulan He, Deyu Zhou |
| 2025 | EMNLP | AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation. | Yilong Lai, Jialong Wu, Zhenglin Wang, Deyu Zhou |
| 2024 | COLING | Opinions Are Not Always Positive: Debiasing Opinion Summarization with Model-Specific and Model-Agnostic Methods. | Yanyue Zhang, Yilong Lai, Zhenglin Wang, Pengfei Li, Deyu Zhou, Yulan He |