OOPS: Outlier-Aware and Quadratic Programming Based Structured Pruning for Large Language Models

The large model size and resource consumption of Large Language Models (LLMs) limit their deployment and application in many scenarios. Structured pruning offers a solution to this challenge. Based on the need for retraining after pruning, structured pruning methods for LLMs fall into two categories...

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Vydáno v:	Neural networks Ročník 196; s. 108332
Hlavní autoři:	Wei, Jiateng, Li, Siqi, Xiang, Jingyang, Yang, Jiandang, Chen, Jun, Wei, Xiaobin, Jiang, Yunliang, Liu, Yong
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	United States Elsevier Ltd 25.11.2025
Témata:	Large Language Model Model Compression Network Pruning Large Language Model Model Compression Network Pruning Large language model Model compression Network pruning
ISSN:	0893-6080, 1879-2782
On-line přístup:	Získat plný text
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