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2505.12215
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GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
18 May 2025
Jiwei Tang
Zhicheng Zhang
Shunlong Wu
Jingheng Ye
Lichen Bai
Zitai Wang
Tingwei Lu
Jiaqi Chen
Lin Hai
Hai-Tao Zheng
Hong-Gee Kim
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Papers citing
"GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment"
6 / 6 papers shown
CoS: Towards Optimal Event Scheduling via Chain-of-Scheduling
Yiming Zhao
Jiwei Tang
Shimin Di
Libin Zheng
Jianxing Yu
Jian Yin
76
0
0
17 Nov 2025
ARC-Encoder: learning compressed text representations for large language models
Hippolyte Pilchen
Edouard Grave
P. Pérez
LLMAG
RALM
AI4CE
169
1
0
23 Oct 2025
PIS: Linking Importance Sampling and Attention Mechanisms for Efficient Prompt Compression
Lizhe Chen
Binjia Zhou
Yuyao Ge
Jiayi Chen
Shiguang NI
636
2
0
23 Apr 2025
MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorporating Outlier Scores
Fengwei Zhou
Jiafei Song
Wenjin Jason Li
Gengjian Xue
Zhikang Zhao
Yichao Lu
Bailin Na
321
1
0
23 Apr 2025
DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Shaoshen Chen
Yangning Li
Zishan Xu
Hai-Tao Zheng
Xin Su
Zifei Shan
Hai-Tao Zheng
182
4
0
17 Feb 2025
VoCo-LLaMA: Towards Vision Compression with Large Language Models
Xubing Ye
Yukang Gan
Xiaoke Huang
Yixiao Ge
Yansong Tang
MLLM
VLM
387
51
0
18 Jun 2024
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