DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens. - Shaoshen Chen; Yangning Li; Zishan Xu; Yongqin Zeng; Shunlong Wu; Xinshuo Hu; Zifei Shan; Xin Su; Jiwei Tang; Yinghui Li; Hai-Tao Zheng 002 (ACL (Findings), 2025)

GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment. - Jiwei Tang; Zhicheng Zhang; Shunlong Wu; Jingheng Ye; Lichen Bai; Zitai Wang; Tingwei Lu; Jiaqi Chen; Lin Hai; Hai-Tao Zheng 002; Hong-Gee Kim (CoRR, 2025)