Translate-and-Revise: Boosting Large Language Models for Constrained Translation. - Pengcheng Huang 004; Yongyu Mu; Yuzhang Wu; Bei Li; Chunyang Xiao; Tong Xiao; Jingbo Zhu (CCL, 2024)

Forgetting Curve: A Reliable Method for Evaluating Memorization Capability for Long-Context Models. - Xinyu Liu; Runsong Zhao; Pengcheng Huang 004; Chunyang Xiao; Bei Li; Jingang Wang; Tong Xiao; JingBo Zhu (EMNLP, 2024)

More Effective LLM Compressed Tokens with Uniformly Spread Position Identifiers and Compression Loss. - Runsong Zhao; Pengcheng Huang 004; Xinyu Liu; Chunyang Xiao; Tong Xiao; Jingbo Zhu (CoRR, 2024)

PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning. - Pengcheng Huang 004; Zhenghao Liu 001; Yukun Yan; Xiaoyuan Yi; Hao Chen; Zhiyuan Liu 001; Maosong Sun 001; Tong Xiao; Ge Yu 001; Chenyan Xiong (CoRR, 2025)

LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences. - Sijia Yao; Pengcheng Huang 004; Zhenghao Liu 001; Yu Gu 002; Yukun Yan; Shi Yu 001; Ge Yu 001 (CoRR, 2025)

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation. - Hao Chen; Yukun Yan; Sen Mei; Wanxiang Che; Zhenghao Liu 001; Qi Shi 002; Xinze Li; Yuchun Fan; Pengcheng Huang 004; Qiushi Xiong; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2025)