Navigating News Narratives: A Media Bias Analysis Dataset
收藏arXiv2023-12-07 更新2024-06-21 收录
下载链接:
https://huggingface.co/datasets/newsmediabias/news-bias-full-data, https://zenodo.org/records/10231028
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资源简介:
本数据集名为‘导航新闻叙事:媒体偏见分析数据集’,由向量人工智能研究所创建,旨在通过分析新闻媒体中的偏见现象,影响公众对政治、健康和气候变化等关键话题的看法。数据集内容丰富,包括多种新闻类别,如气候危机、职业新闻等,并详细标注了偏见类型和程度。创建过程中采用了主动学习方法,结合人工标注和半监督学习,确保数据集的准确性和可靠性。该数据集适用于媒体研究、人工智能算法开发及政策制定,以识别和减轻偏见叙事对公众舆论的影响。
This dataset is named 'Navigational News Narratives: Media Bias Analysis Dataset' and was developed by the Vector Artificial Intelligence Research Institute. It is designed to analyze bias phenomena in news media, and investigate how such biases shape public perceptions of key topics including politics, health, and climate change. The dataset is comprehensive, covering diverse news categories such as climate crisis, professional journalism and others, with detailed annotations for bias types and severity levels. During its development, active learning approaches were employed, combining manual annotation and semi-supervised learning, to ensure the accuracy and reliability of the dataset. This dataset is applicable to media research, artificial intelligence algorithm development and policy formulation, for identifying and mitigating the impacts of biased news narratives on public opinion.
提供机构:
向量人工智能研究所
创建时间:
2023-12-01



