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Moral Framing and Ideological Bias of News

机译：新闻的道德框架和思想偏见

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News outlets are a primary source for many people to learn what is going on in the world. However, outlets with different political slants, when talking about the same news story, usually emphasize various aspects and choose their language framing differently. This framing implicitly shows their biases and also affects the reader's opinion and understanding. Therefore, understanding the framing in the news stories is fundamental for realizing what kind of view the writer is conveying with each news story. In this paper, we describe methods for characterizing moral frames in the news. We capture the frames based on the Moral Foundation Theory. This theory is a psychological concept which explains how every kind of morality and opinion can be summarized and presented with five main dimensions. We propose an unsupervised method that extracts the framing Bias and the framing Intensity without any external framing annotations provided. We validate the performance on an annotated twitter dataset and then use it to quantify the framing bias and partisanship of news.
机译：新闻网点是许多人学习世界上发生的事情的主要来源。然而，在谈论同一新闻故事时，具有不同政治倾斜的网点通常会强调各个方面，并选择不同的语言框架。这种框架隐含地显示了他们的偏见，并影响了读者的意见和理解。因此，了解新闻故事中的框架是实现作者通过每个新闻故事传达的方式的基础。在本文中，我们描述了在新闻中表征道德框架的方法。我们根据道德基础理论捕获框架。该理论是一种心理概念，解释了各种道德和意见，可以概括和呈现五个主要尺寸。我们提出了一种无监督的方法，该方法提取框架偏压和框架强度而没有提供的外部框架注释。我们验证了注释的Twitter数据集上的性能，然后使用它来量化新闻的框架偏见和部分。

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