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 001 (LREC/COLING, 2024)

Large, Small or Both: A Novel Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization. - Yanyue Zhang; Pengfei Li; Yilong Lai; Deyu Zhou; Yulan He 001 (CoRR, 2024)

M2A: A model-agnostic and metadata-free adversarial framework for unsupervised opinion summarization. - Yanyue Zhang; Deyu Zhou; Zhenglin Wang; Yilong Lai (Comput. Speech Lang., 2024)

SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation. - Jialong Wu 007; Zhenglin Wang; Linhai Zhang; Yilong Lai; Yulan He 001; Deyu Zhou (ACL (1), 2025)

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 (ACL (1), 2025)

AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval Alignment. - Yilong Lai; Jialong Wu 007; Congzhi Zhang; Haowen Sun; Deyu Zhou (COLING, 2025)

SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding. - Zhenglin Wang; Jialong Wu 007; Yilong Lai; Congzhi Zhang; Deyu Zhou (COLING, 2025)

LASS: A Novel and Economical Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization. - Yanyue Zhang; Pengfei Li; Yilong Lai; Yulan He 001; Deyu Zhou (COLING, 2025)

DimSum: Disentangling representation with automatically generated multi-category summary templates for fine-grained opinion summarization. - Yanyue Zhang; Yilong Lai; Zhenglin Wang; Deyu Zhou (Expert Syst. Appl., 2025)

AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation. - Yilong Lai; Jialong Wu 007; Zhenglin Wang; Deyu Zhou (CoRR, 2025)