Influencers are key to the nature and networks of information propagation on social media. Influencers are particularly important in political discourse through their engagement with issues, and may derive their legitimacy either solely or in large part through online operation, or have an offline sphere of expertise such as entertainers, journalists etc. To quantify influencers' political engagement and polarity, we use Google's Universal Sentence Encoder (USE) to encode the tweets of 6k influencers and 26k Indian politicians during political crises in India. We then obtain aggregate vector representations of the influencers based on their tweet embeddings, which alongside retweet graphs help compute their stance and polarity with respect to these political issues. We find that influencers engage with the topics in a partisan manner, with polarized influencers being rewarded with increased retweeting and following. Moreover, we observe that specific groups of influencers are consistently polarized across all events. We conclude by discussing how our study provides insights into the political schisms of present-day India, but also offers a means to study the role of influencers in exacerbating political polarization in other contexts.
翻译:影响者是社交媒体信息传播的性质和网络的关键。 影响者通过其对问题的参与,在政治对话中特别重要,并且可能仅仅或在很大程度上通过在线运作获得合法性,或者通过娱乐者、记者等离线专业领域。 为了量化影响者的政治参与和极性,我们使用谷歌的“普世判决编码器(USE ) ” 来编码印度政治危机期间6k影响者和26k印度政治家的推文。然后,我们根据他们的推文嵌入,获得影响者的总体矢量代表,这些推入与回调图表一起,有助于了解其立场和对政治问题的极性。我们发现,影响者以党派方式参与这些议题,对极化影响者给予更多的回旋和后续奖励。此外,我们发现,特定的影响者群体在所有事件上始终处于两极分化状态。我们通过讨论我们的研究如何提供对当今印度政治分化的深刻见解的洞察力,同时也提供了研究影响者在加剧其他背景下政治两极化中的作用的手段。