HALT-PROP:人类注释的立陶宛文本库,用于宣传叙述和技术
Ieva Rizgelienė1, Vilma Zubaitienė2, Nerijus Maliukevičius3
1Vilnius University Institute of Data Science and Digital Technologies, Vilnius, Lithuania. ieva.rizgeliene@mif.stud.vu.lt.
Scientific data
|December 2, 2025
概括
本研究介绍了HALT-PROP,这是第一个立陶宛的宣传数据集. 它有助于检测低资源语言的宣传,这对于打击信息战至关重要.
科学领域:
- 计算语言学 计算语言学
- 信息科学 信息科学 信息科学
- 政治科学 政治科学是指政治学.
背景情况:
- 宣传是现代信息战中普遍存在的工具,其目标是社会两极分化和民主侵蚀.
- 现有的宣传检测模型主要集中在高资源语言上,忽略了低资源语言.
- 低资源语言研究的一个关键障碍是注释数据集的稀缺性.
研究的目的:
- 解决在宣传检测中缺乏对低资源语言的注释数据集的问题.
- 介绍HALT-PROP数据集,这是第一个由人类注释的立陶宛文字宣传集体.
- 促进立陶宛语宣传检测的研究和模型开发.
主要方法:
- 创建HALT-PROP数据集,包括2870篇新闻文章,对宣传存在进行注释.
- 开发一个补充数据集,包含1000篇文章,对特定的宣传技术和叙事进行注释.
- 使用交叉注释方法进行详细的技术和叙事标签.
主要成果:
- HALT-PROP数据集为立陶宛的宣传分析提供了宝贵的资源.
- 该数据集可以用于培训和评估低资源语言的宣传检测模型.
- 专家注释确保了标记的宣传数据的质量和可靠性.
结论:
- HALT-PROP数据集对低资源语言的宣传检测领域做出了重大贡献.
- 该资源有望促进对恶性宣传的理解和减轻.
- 允许未来研究特定语言的宣传策略及其影响.
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