论文标题

事实还是人格?上下文意见垃圾邮件检测

Fact or Factitious? Contextualized Opinion Spam Detection

论文作者

Kennedy, Stefan, Walsh, Niall, Sloka, Kirils, Foster, Jennifer, McCarren, Andrew

论文摘要

在本文中,我们对用于检测假和欺骗性在线评论的许多技术进行了分析比较。我们采用了一种发现有效的机器学习方法,并通过微调状态的嵌入方式来介绍自己的方法。我们获得的结果表明,情境化嵌入伪造审查检测的潜力,并为该领域的未来研究奠定了基础。

In this paper we perform an analytic comparison of a number of techniques used to detect fake and deceptive online reviews. We apply a number machine learning approaches found to be effective, and introduce our own approach by fine-tuning state of the art contextualised embeddings. The results we obtain show the potential of contextualised embeddings for fake review detection, and lay the groundwork for future research in this area.

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