Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications. - Zhangyin Feng; Weitao Ma; Weijiang Yu; Lei Huang 021; Haotian Wang 007; Qianglong Chen; Weihua Peng; Xiaocheng Feng; Bing Qin 001; Ting Liu 001 (CoRR, 2023)

Learning Fine-Grained Grounded Citations for Attributed Large Language Models. - Lei Huang 021; Xiaocheng Feng; Weitao Ma; Yuxuan Gu; Weihong Zhong; Xiachong Feng; Weijiang Yu; Weihua Peng; Duyu Tang; Dandan Tu; Bing Qin 001 (ACL (Findings), 2024)

Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models. - Weihong Zhong; Xiaocheng Feng; Liang Zhao; Qiming Li; Lei Huang 021; Yuxuan Gu; Weitao Ma; Yuan Xu; Bing Qin 001 (ACL (1), 2024)

Advancing Large Language Model Attribution through Self-Improving. - Lei Huang 021; Xiaocheng Feng; Weitao Ma; Liang Zhao; Yuchun Fan; Weihong Zhong; Dongliang Xu; Qing Yang 033; Hongtao Liu; Bing Qin 001 (EMNLP, 2024)

Discrete Modeling via Boundary Conditional Diffusion Processes. - Yuxuan Gu; Xiaocheng Feng; Lei Huang 021; Yingsheng Wu; Zekun Zhou; Weihong Zhong; Kun Zhu 025; Bing Qin 001 (NeurIPS, 2024)

Rethinking Entity-level Unlearning for Large Language Models. - Weitao Ma; Xiaocheng Feng; Weihong Zhong; Lei Huang 021; Yangfan Ye; Bing Qin 001 (CoRR, 2024)

XTransplant: A Probe into the Upper Bound Performance of Multilingual Capability and Culture Adaptability in LLMs via Mutual Cross-lingual Feed-forward Transplantation. - Yangfan Ye; Xiaocheng Feng; Xiachong Feng; Libo Qin 001; Yichong Huang; Lei Huang 021; Weitao Ma; Zhirui Zhang; Yunfei Lu; Xiaohui Yan; Duyu Tang; Dandan Tu; et al. (CoRR, 2024)

Length Controlled Generation for Black-box LLMs. - Yuxuan Gu; Wenjie Wang; Xiaocheng Feng; Weihong Zhong; Kun Zhu 025; Lei Huang 021; Tat-Seng Chua; Bing Qin 001 (CoRR, 2024)

Length Controlled Generation for Black-box LLMs. - Yuxuan Gu; Wenjie Wang; Xiaocheng Feng; Weihong Zhong; Kun Zhu 025; Lei Huang 021; Ting Liu 001; Bing Qin 001; Tat-Seng Chua (ACL (1), 2025)

Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning. - Lei Huang 021; Xiaocheng Feng; Weitao Ma; Yuchun Fan; Xiachong Feng; Yuxuan Gu; Yangfan Ye; Liang Zhao; Weihong Zhong; Baoxin Wang; Dayong Wu; Guoping Hu; et al. (ACL (1), 2025)

Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization. - Lei Huang 021; Xiaocheng Feng; Weitao Ma; Yuchun Fan; Xiachong Feng; Yangfan Ye; Weihong Zhong; Yuxuan Gu; Baoxin Wang; Dayong Wu; Guoping Hu; Bing Qin 001 (ACL (1), 2025)

One for All: Update Parameterized Knowledge Across Multiple Models with Once Edit. - Weitao Ma; Xiyuan Du; Xiaocheng Feng; Lei Huang 021; Yichong Huang; Huiyi Zhang; Xiaoliang Yang; Baohang Li; Xiachong Feng; Ting Liu 001; Bing Qin 001 (ACL (1), 2025)

CC-Tuning: A Cross-Lingual Connection Mechanism for Improving Joint Multilingual Supervised Fine-Tuning. - Yangfan Ye; Xiaocheng Feng; Zekun Yuan; Xiachong Feng; Libo Qin 001; Lei Huang 021; Weitao Ma; Yichong Huang; Zhirui Zhang; Yunfei Lu; Xiaohui Yan; Duyu Tang; et al. (ACL (1), 2025)

Unveiling Entity-Level Unlearning for Large Language Models: A Comprehensive Analysis. - Weitao Ma; Xiaocheng Feng; Weihong Zhong; Lei Huang 021; Yangfan Ye; Xiachong Feng; Bing Qin 001 (COLING, 2025)

From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems. - Zekun Zhou; Xiaocheng Feng; Lei Huang 021; Xiachong Feng; Ziyun Song; Ruihan Chen; Liang Zhao; Weitao Ma; Yuxuan Gu; Baoxin Wang; Dayong Wu; Guoping Hu; et al. (CoRR, 2025)

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions. - Lei Huang 021; Weijiang Yu; Weitao Ma; Weihong Zhong; Zhangyin Feng; Haotian Wang 007; Qianglong Chen; Weihua Peng; Xiaocheng Feng; Bing Qin 001; Ting Liu 001 (ACM Trans. Inf. Syst., 2025)

One for All: Update Parameterized Knowledge Across Multiple Models. - Weitao Ma; Xiyuan Du; Xiaocheng Feng; Lei Huang 021; Yichong Huang; Huiyi Zhang; Xiaoliang Yang; Baohang Li; Xiachong Feng; Ting Liu 001; Bing Qin 001 (CoRR, 2025)