arXiv:2510.00021cs.SIcs.AI2025-10

用AI分析2025年以伊冲突视频评论,发现数字舆论偏袒巴勒斯坦

IA aplicada al análisis del conflicto Irán-Israel: Mapeo de discursos en YouTube

  • 结合NLP与人工标注,将12万条视频评论分类为十类话语
  • 超七成评论倾向亲巴勒斯坦,反美反以声量显著,伊朗成数字焦点
  • 揭示算法偏见放大特定叙事,适合关注媒体话语权的研究者

本研究基于2025年6月期间在YouTube上发布的12万条评论,分析伊朗-以色列冲突的数字话语呈现。采用混合方法,量化阶段使用BERT和XLM-RoBERTa等自然语言处理模型对评论进行十类分类;质性阶段结合媒体语境批判与人工标注,实现统计严谨性与意义理解的融合。结果表明,亲巴勒斯坦及反美国/以色列话语占主导,而亲美或反巴勒斯坦立场边缘化;伊朗虽在主流媒体中常被忽视,却在数字对话中成为核心角色,显示叙事范式转变。同时,算法偏见被证实显著影响话语传播,强化某些立场并压制其他声音。本研究首次以西班牙语完成此类人工智能驱动的国际冲突话语地图绘制,提出可复用的方法框架,揭示长期被忽视的话语不对称与意识形态争斗。

原文摘要 · Abstract (English)

Purpose. This study analyzes the digital representation of the Iran-Israel conflict that occurred in June 2025, based on 120,000 comments posted on YouTube. It sought to identify discursive positions regarding the actors involved and to examine how media and algorithmic biases shape digital conversations. Methodology. A mixed-methods design with triangulation was adopted. In the quantitative phase, natural language processing techniques and machine learning models (BERT and XLM-RoBERTa) were used to classify comments into ten categories. In the qualitative phase, a critical analysis of media context and ideological narratives was conducted, complemented by manual annotation and supervised training. This strategy enabled the integration of statistical robustness with contextual understanding. Results and conclusions. The findings reveal a clear overrepresentation of pro-Palestinian and anti-United States/Israel discourses, while pro-United States and anti-Palestinian positions were marginal. Iran, usually rendered invisible in global media, emerged as a central actor in the digital conversation during the conflict, suggesting a narrative shift away from previous hegemonic frameworks. Likewise, the results confirm the influence of algorithmic biases in amplifying certain discourses while limiting others. Original contributions. This work combines computational analysis and philosophical critique for the study of digital controversies, providing a methodological framework replicable in geopolitical contexts. It is one of the first Spanish-language studies to map, through artificial intelligence and critical analysis, discourses on an international conflict on YouTube, highlighting asymmetries and narrative disputes that are often overlooked.

AI舆情分析数字话语算法偏见

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