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Multilingual Multimodal Digital Deception Detection and Disinformation Spread across Social Platforms
by
Mendoza, Josh
, Volkova, Svitlana
, Glenski, Maria
, Ayton, Ellyn
in
Deception
/ Image detection
/ Multilingualism
/ Social networks
2019
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Multilingual Multimodal Digital Deception Detection and Disinformation Spread across Social Platforms
by
Mendoza, Josh
, Volkova, Svitlana
, Glenski, Maria
, Ayton, Ellyn
in
Deception
/ Image detection
/ Multilingualism
/ Social networks
2019
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Multilingual Multimodal Digital Deception Detection and Disinformation Spread across Social Platforms
Paper
Multilingual Multimodal Digital Deception Detection and Disinformation Spread across Social Platforms
2019
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Overview
Our main contribution in this work is novel results of multilingual models that go beyond typical applications of rumor or misinformation detection in English social news content to identify fine-grained classes of digital deception across multiple languages (e.g. Russian, Spanish, etc.). In addition, we present models for multimodal deception detection from images and text and discuss the limitations of image only and text only models. Finally, we elaborate on the ongoing work on measuring deceptive content (in particular disinformation) spread across social platforms.
Publisher
Cornell University Library, arXiv.org
Subject
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