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“Language thinking” from the perspective of systemic linguistics
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In: Russian Journal of Linguistics, Vol 26, Iss 1, Pp 224-244 (2022) (2022)
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Multi-word units (and tokenization more generally): a multi-dimensional and largely information-theoretic approach
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In: Lexis: Journal in English Lexicology, Vol 19 (2022) (2022)
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Les apports récents et à venir du numérique pour la recherche en domaine occitan
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In: ISSN: 0890-3352 ; TENSO: Bulletin of the Société Guilhem IX ; https://hal.archives-ouvertes.fr/hal-03137940 ; TENSO: Bulletin of the Société Guilhem IX, Wendy Pfeffer, 2021, 36, pp.171-176 (2021)
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An Approach Utilizing Linguistic Features for Fake News Detection
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In: IFIP Advances in Information and Communication Technology ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI) ; https://hal.inria.fr/hal-03287679 ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Jun 2021, Hersonissos, Crete, Greece. pp.646-658, ⟨10.1007/978-3-030-79150-6_51⟩ (2021)
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Abstract:
Part 15: Natural Language ; International audience ; Easy propagation and access to information on the web has the potential to become a serious issue when it comes to disinformation. The term “fake news” describes the intentional propagation of news with the intention to mislead and harm the public and has gained more attention recently. This paper proposes a style-based Machine Learning (ML) approach, which relies on the textual information from news, such as manually extracted lexical features e.g. part of speech counts, and evaluates the performance of several ML algorithms. We identified a subset of the best performing linguistic features, using information-based metrics, which tend to agree with the literature. We also, combined Named Entity Recognition (NER) functionality with the Frequent Pattern (FP) Growth association rule algorithm to gain a deeper perspective of the named entities used in the two classes. Both methods reinforce the claim that fake and real news have limited differences in content, setting limitations to style-based methods. Results showed that convolutional neural networks resulted in the best accuracy, outperforming the rest of the algorithms.
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Keyword:
[INFO]Computer Science [cs]; Association Rule (AR) Mining; Data mining; Fake news; Machine Learning (ML); Natural Language Processing (NLP); Social media
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URL: https://hal.inria.fr/hal-03287679 https://doi.org/10.1007/978-3-030-79150-6_51 https://hal.inria.fr/hal-03287679/file/509922_1_En_51_Chapter.pdf https://hal.inria.fr/hal-03287679/document
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Social Representations of e-Mental Health Among the Actors of the Health Care System: Free-Association Study
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In: ISSN: 2368-7959 ; JMIR Mental Health ; https://hal.archives-ouvertes.fr/hal-03240149 ; JMIR Mental Health, JMIR Publications, 2021, 8 (5), pp.e25708. ⟨10.2196/25708⟩ ; https://mental.jmir.org/2021/5/e25708/ (2021)
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Mais et associés
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In: ISSN: 0756-7138 ; EISSN: 2804-7397 ; Lexique ; https://hal.archives-ouvertes.fr/hal-03538841 ; Lexique, UMR 8163 « Savoirs, Textes, Langage » Université de Lille, 2021, pp.211-228 (2021)
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TEACHING ENGLISH AS A SECOND LANGUAGE THROUGH VOCABULARY METHODS AND ACTIVITIES ...
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Discursive construction of neighborhood across Brooklyn: A corpus ethnographic approach ...
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SDGs in action - Sichtweisen von Generationen / SDGs in action - a generations' view ...
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SDGs in action - Sichtweisen von Generationen / SDGs in action - a generations' view ...
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Glottolog 4.4 Resources for Interlingua (International Auxiliary Language Association)
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: Max Planck Institute for Evolutionary Anthropology, 2021
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Norming studies of European Portuguese words: A literature review ; Estudos normativos de características lexicossemânticas e afetivas para palavras do Português Europeu: Uma revisão da literatura
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The relationship between implicit associations and the social priming of speech ...
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Mapping Directional Mid-Air Unistroke Gestures to Interaction Commands: A User Elicitation and Evaluation Study
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In: Symmetry ; Volume 13 ; Issue 10 (2021)
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Exploring Neural Signal Complexity as a Potential Link between Creative Thinking, Intelligence, and Cognitive Control
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In: Journal of Intelligence; Volume 9; Issue 4; Pages: 59 (2021)
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Linguo cognitive interpretation of business tourism terms in Uzbek and English ...
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Linguo cognitive interpretation of business tourism terms in Uzbek and English ...
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Bridging the Gap Between Ontology and Lexicon via Class-Specific Association Rules Mined from a Loosely-Parallel Text-Data Corpus ...
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