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Sarcasm Detection in Twitter - 'All your products are incredibly amazing!!!' - Are They Really?

机译:Twitter中的讽刺检测 - “所有产品都非常神奇!” - 他们真的吗?

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Sarcasm is a special form of irony by which the person conveys implicit information, usually the opposite of what is said, within the message he transmits. Sarcasm is largely used in social networks and microblogging websites, where people mock or criticize in a way that makes it difficult even for humans to tell if what is said is what is meant. Recognizing sarcastic statements can be very useful when it comes to improving automatic sentiment analysis of data collected from social networks. It helps also enhance the efficiency of after-sales services or consumer assistance through understanding the intentions and real opinions of consumers when browsing their feedbacks or complaints. In this paper we propose a method to detect sarcasm in Twitter that makes use of the different components of the tweet. We propose four sets of features that cover different types of sarcasm we defined, and that will be used to classify tweets into sarcastic and non-sarcastic. We evaluate the performances of our approach. We study the importance of each of the proposed sets of features and evaluate its added value to the classification.
机译:讽刺是一种特殊形式的讽刺,人们传达了隐含信息,通常与他传输的消息中所说的相反。讽刺主要用于社交网络和微博网站,人们嘲笑或批评,使得即使是人类,甚至是人类才能讲述是什么意思。识别讽刺陈述在提高从社交网络收集的数据的自动情感分析方面可能非常有用。通过在浏览反馈或投诉时,通过了解消费者的意图和真正的意见,它有助于提高售后服务或消费者援助的效率。在本文中,我们提出了一种方法来检测推特中的讽刺,用于使用推文的不同组件。我们提出了四组功能,涵盖我们定义的不同类型的讽刺,并将用于将推文分类为讽刺和非讽刺。我们评估我们方法的表现。我们研究了每个建议的特征集的重要性,并评估其附加值对分类。

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