The development of the global Internet, the large-scale introduction of fast and free online services not only expanded the possibilities of access to information, but also changed the principles of communication of society. Due to the simplification of the mechanisms for creating and disseminating news via the Internet, as well as the physical impossibility to verify huge amounts of information circulating in the network, the spread of disinformation and fake news has increased dramatically. In view of this, detecting false news is an important task that not only ensures that users are provided with verified information and prevent manipulation of public consciousness, but also helps to maintain a reliable news ecosystem. According to the analysis of international organizations and scientific publications, disinformation is false, misleading, manipulative information created deliberately for the sake of economic, political or other benefits, and fake news is one of the methods of its dissemination. Fake news is characterized by the following features: false manipulative content; aiming to deliberately mislead, disorient the consumer; presenting information on behalf of false or a
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