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1
Words are the Window to the Soul: Language-based User Representations for Fake News Detection ...
Abstract: Cognitive and social traits of individuals are reflected in language use. Moreover, individuals who are prone to spread fake news online often share common traits. Building on these ideas, we introduce a model that creates representations of individuals on social media based only on the language they produce, and use them to detect fake news. We show that language-based user representations are beneficial for this task. We also present an extended analysis of the language of fake news spreaders, showing that its main features are mostly domain independent and consistent across two English datasets. Finally, we exploit the relation between language use and connections in the social graph to assess the presence of the Echo Chamber effect in our data ...
Keyword: Computer and Information Science; Natural Language Processing; Neural Network
URL: https://underline.io/lecture/6359-words-are-the-window-to-the-soul-language-based-user-representations-for-fake-news-detection
https://dx.doi.org/10.48448/er3b-4p08
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2
Analysing Lexical Semantic Change with Contextualised Word Representations ...
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3
DUPS: Diachronic Usage Pair Similarity ...
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DUPS: Diachronic Usage Pair Similarity ...
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DUPS: Diachronic Usage Pair Similarity ...
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6
Abusive Language Detection with Graph Convolutional Networks ...
Mishra, Pushkar; Del Tredici, Marco; Yannakoudakis, Helen. - : Apollo - University of Cambridge Repository, 2019
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Abusive Language Detection with Graph Convolutional Networks ...
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8
Author Profiling for Hate Speech Detection ...
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9
A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains ...
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10
You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP ...
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11
Abusive Language Detection with Graph Convolutional Networks
Mishra, Pushkar; Del Tredici, Marco; Yannakoudakis, Helen. - : Association for Computational Linguistics, 2019. : Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019
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12
The Road to Success: Assessing the Fate of Linguistic Innovations in Online Communities ...
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13
Semantic Variation in Online Communities of Practice ...
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14
Tracing metaphors in time through self-distance in vector spaces ...
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15
A word-embedding-based sense index for regular polysemy representation
Del Tredici, Marco; Bel Rafecas, Núria. - : ACL (Association for Computational Linguistics)
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16
Short-term meaning shift: a distributional exploration
Del Tredici, Marco; Boleda, Gemma; Fernández, Raquel. - : ACL (Association for Computational Linguistics)
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