ShortGPT: Layers in Large Language Models are More Redundant Than You Expect. - Xin Men; Mingyu Xu; Qingyu Zhang; Qianhao Yuan; Bingning Wang; Hongyu Lin; Yaojie Lu 001; Xianpei Han; Weipeng Chen (ACL (Findings), 2025)

SAISA: Towards Multimodal Large Language Models with Both Training and Inference Efficiency. - Qianhao Yuan; Yanjiang Liu; Yaojie Lu 001; Hongyu Lin; Ben He; Xianpei Han; Le Sun 001 (CoRR, 2025)

ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers. - Qianhao Yuan; Qingyu Zhang; Yanjiang Liu; Jiawei Chen 011; Yaojie Lu 001; Hongyu Lin; Jia Zheng 009; Xianpei Han; Le Sun 001 (CoRR, 2025)

ConsistentChat: Building Skeleton-Guided Consistent Dialogues for Large Language Models from Scratch. - Jiawei Chen 011; Xinyan Guan; Qianhao Yuan; Guozhao Mo; Weixiang Zhou; Yaojie Lu 001; Hongyu Lin; Ben He; Le Sun 001; Xianpei Han (CoRR, 2025)