网络安全与数据治理2025，Vol.44Issue(11)：12-17,6.DOI:10.19358/j.issn.2097-1788.2025.11.003
英文语言大模型特定文化改造方法研究
Methodology of adapting large English language models for specific cultural contexts
张文静 1廉士国 1肖思琪 1雷雪娇 1王宁 1张华正 1安美娟 1杨必琨 1刘兆祥 1王恺1
作者信息
- 1. 中国联通数据科学与人工智能研究院,北京 100033||联通数据智能有限公司,北京 100033
- 折叠
摘要
Abstract
The rapid growth of large language models(LLMs)has emerged as a prominent trend in the field of artificial intelli-gence.However,current state-of-the-art LLMs are predominantly based on English.They encounter limitations when directly ap-plied to tasks in specific cultural domains,due to deficiencies in domain-specific knowledge and misunderstandings caused by differences in cultural values.To address this challenge,this paper proposes a rapid adaptation method for large models in specific cultural contexts,which leverages instruction-tuning based on specific cultural knowledge and safety values data.Taking Chinese as the specific cultural context and utilizing the LLaMA3-8B as the experimental English LLM,the evaluation results demonstrate that the adapted LLM significantly enhances its capabilities in domain-specific knowledge and adaptability to safety values,while maintaining its original expertise advantages.关键词
大语言模型/特定文化背景/快速改造Key words
large language models/specific cultural contexts/rapid adaptation分类
信息技术与安全科学引用本文复制引用
张文静,廉士国,肖思琪,雷雪娇,王宁,张华正,安美娟,杨必琨,刘兆祥,王恺..英文语言大模型特定文化改造方法研究[J].网络安全与数据治理,2025,44(11):12-17,6.
