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Fake News Checking Tool Based on Siamese Neural Networks and NLP

NLP와 Siamese Neural Networks를 이용한 뉴스 사실 확인 인공지능 연구

  • Vadim, Saprunov (Dept of Artificial Intelligence Convergence, Pukyong National University) ;
  • Kang, Sung-Won (Dept of Artificial Intelligence Convergence, Pukyong National University) ;
  • Rhee, Kyung-hyune (Division of Computer Engineering, Pukyong National University)
  • Published : 2022.05.17

Abstract

Over the past few years, fake news has become one of the most significant problems. Since it is impossible to prevent people from spreading misinformation, people should analyze the news themselves. However, this process takes some time and effort, so the routine part of this analysis should be automated. There are many different approaches to this problem, but they only analyze the text and messages, ignoring the images. The fake news problem should be solved using a complex analysis tool to reach better performance. In this paper, we propose the approach of training an Artificial Intelligence using an unsupervised learning algorithm, combined with online data parsing tools, providing independence from subjective data set. Therefore it will be more difficult to spread fake news since people could quickly check if the news or article is trustworthy.

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Acknowledgement

This research was supported by the MSIT(Ministry of Science and ICT), Korea, under the ITRC(Information Technology Research Center) support program supervised by the IITP(Institute for Information & Communications Technology Planning & Evaluation) (IITP-2022-2020-0-01797) and Basic Science Research Program through the National Research Foundation of Korea(NRF) funded by the Ministry of Education(2021R1I1A3046590)