揭开阿拉伯攻击性语言的范围:分类学和见解
Chaya Liebeskind1, Yossef Haim Shrem1, Marina Litvak2
1Department of Computer Science, Jerusalem College of Technology, Jerusalem, Israel.
PloS one
|June 17, 2025
概括
这项研究引入了一个新的阿拉伯攻击性语言分类法,具有七个级别,改善了在线滥用检测. 这项研究强调了自然语言处理和犹太语言研究中语言多样性的必要性.
科学领域:
- 计算语言学 计算语言学
- 自然语言处理自然语言处理.
- 社会语言学 社会语言学
背景情况:
- 现有的攻击性语言研究主要集中在印欧语言上.
- 在阿拉伯攻击性语言的系统分类中存在很大的差距.
- 以前的分类学需要适应阿拉伯语的细微差别.
研究的目的:
- 开发和介绍一个新的,七级分类系统来分类阿拉伯攻击性语言.
- 为了解决阿拉伯语现有分类学的局限性.
- 促进更好地检测和分析阿拉伯语在线滥用语言.
主要方法:
- 简化攻击性语言 (SOL) 分类学对阿拉伯语的调整.
- 对现有的阿拉伯攻击性语言数据集和注释方法的分析.
- 对预训练和微调的阿拉伯语变压器模型进行评估,以检测攻击性语言.
主要成果:
- 为阿拉伯攻击性语言创建了一个新的七级分类 (六级明确,一个隐含).
- 数据集分析揭示了阿拉伯语冒犯性表达的明显趋势和分布.
- 模型性能分析强调了语言和文化背景的重要性.
结论:
- 拟议的分类学和数据集对于推进塞米特语言研究,包括NLP和语言分析至关重要.
- 承认语言和文化多样性对于减轻在线滥用语言至关重要.
- 这项工作为理解和打击阿拉伯在线仇恨言论提供了基础工具.
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