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Computational Measures of Deceptive Language: Prospects and Issues
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In: ISSN: 2297-900X ; EISSN: 2297-900X ; Frontiers in Communication ; https://hal.archives-ouvertes.fr/hal-03629780 ; Frontiers in Communication, Frontiers, 2022, 7, pp.792378. ⟨10.3389/fcomm.2022.792378⟩ (2022)
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Abstract:
International audience ; In this article, we wish to foster a dialogue between theory-based and classificationoriented stylometric approaches regarding deception detection. To do so, we review how cue-based and model-based stylometric systems are used to detect deceit. Baseline methods, common cues, recent methods, and field studies are presented. After reviewing how computational stylometric tools have been used for deception detection purposes, we show that the he stylometric methods and tools cannot be applied to deception detection problems on the field in their current state. We then identify important advantages and issues of stylometric tools. Advantages encompass quickness of extraction and robustness, allowing for best interviewing practices. Issues are discussed in terms of oral data transcription issues and automation bias emergence. We finally establish future research proposals: We emphasize the importance of baseline assessment and the need for transcription methods, and the concern of ethical standards regarding the applicability of stylometry for deception detection purposes in practical settings, while encouraging the cooperation between linguists, psychologists, engineers, and practitioners requiring deception detection methods.
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Keyword:
[SCCO.LING]Cognitive science/Linguistics; [SHS.INFO]Humanities and Social Sciences/Library and information sciences; automation bias; computational linguistics; deception detection; forensic linguistics; stylometry
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URL: https://doi.org/10.3389/fcomm.2022.792378
https://hal.archives-ouvertes.fr/hal-03629780/document
https://hal.archives-ouvertes.fr/hal-03629780/file/TomasDodierDemarche_FiC.pdf
https://hal.archives-ouvertes.fr/hal-03629780
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| 2 |
Parallel Stylometric Document Embeddings with Deep Learning Based Language Models in Literary Authorship Attribution
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In: Mathematics; Volume 10; Issue 5; Pages: 838 (2022)
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«David perseguido y montes de Gelboé» : novedades estilométricas ante una atribución dudosa
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Походка персонажей в прозе XIX в.: лексическая статистика и психолингвистика ; Walking Manner of 19th Century Prose Characters: Lexical Statistics and Psycholinguistics
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The Corpus for Idiolectal Research (CIDRE)
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In: EISSN: 2059-481X ; Journal of Open Humanities Data ; https://hal.archives-ouvertes.fr/hal-03310451 ; Journal of Open Humanities Data, Ubiquity Press, 2021, 7, pp.15. ⟨10.5334/johd.42⟩ (2021)
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Beyond Idiolectometry? On Racine's Stylometric Signature ; Au-delà de l'idiolectométrie? Sur la signature stylométrique de Racine
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In: Proceedings of the Conference on Computational Humanities Research 2021 ; Conference on Computational Humanities Research 2021 ; https://hal.archives-ouvertes.fr/hal-03402994 ; Conference on Computational Humanities Research 2021, Nov 2021, Amsterdam, Netherlands ; http://ceur-ws.org/Vol-2989 (2021)
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| 8 |
The Corpus for Idiolectal Research (CIDRE)
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In: Journal of Open Humanities Data; Vol 7 (2021); 15 ; 2059-481X (2021)
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| 9 |
Stylometric Embeddings for Book Similarities ; Stilometriska vektorer för likhet mellan böcker
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Chen, Beichen. - : KTH, Skolan för elektroteknik och datavetenskap (EECS), 2021
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| 12 |
A Corpus of Arabic Literature (19-20th centuries) for Stylometric Tests ...
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A Corpus of Arabic Literature (19-20th centuries) for Stylometric Tests ...
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| 14 |
Stylometry and Numerals Usage: Benford’s Law and Beyond
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In: Stats; Volume 4; Issue 4; Pages: 1051-1068 (2021)
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| 15 |
Carmen et Standard Error: Computational Methods in Stylometry for Classical Latin Poetry
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Психолингвистические аспекты лексико-статистического анализа текста ; Psycholinguistic Aspects of Lexical and Statistical Text Analysis
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| 17 |
Visualizing the development of prose styles in Horse Manuals from Early Modern English to Present-Day English
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In: EISSN: 2416-5999 ; Journal of Data Mining and Digital Humanities ; https://hal.archives-ouvertes.fr/hal-02283138 ; Journal of Data Mining and Digital Humanities, Episciences.org, 2020, Special Issue Visualisations in Historical Linguistics, Special issue on Visualisations in Historical Linguistics, pp.1-33 (2020)
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| 18 |
Stylo visualisations of Middle English documents
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In: EISSN: 2416-5999 ; Journal of Data Mining and Digital Humanities ; https://hal.archives-ouvertes.fr/hal-02170735 ; Journal of Data Mining and Digital Humanities, Episciences.org, 2020, Special Issue on Visualisations in Historical Linguistics, Special issue on Visualisations in Historical Linguistics, pp.1-10 (2020)
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| 19 |
Rhetorical interpretation of stylometry methods in disciplinary writing: a question of hermeneutics ...
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Distant Spectators: Distant Reading for periodicals of the Enlightenment ...
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