| SABOL, Radoslav and Aleš HORÁK. Augmenting Stylometric Features to Improve Detection of Propaganda and Manipulation. In Aleš Horák, Pavel Rychlý, Adam Rambousek. Proceedings of the Seventeenth Workshop on Recent Advances in Slavonic Natural Languages Processing, RASLAN 2023. Brno: Tribun EU, 2023, p. 67-77. ISBN 978-80-263-1793-7. |
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@inproceedings{2362597,
author = {Sabol, Radoslav and Horák, Aleš},
address = {Brno},
booktitle = {Proceedings of the Seventeenth Workshop on Recent Advances in Slavonic Natural Languages Processing, RASLAN 2023},
editor = {Aleš Horák, Pavel Rychlý, Adam Rambousek},
keywords = {stylometry; propaganda detection; manipulative style analysis; Propaganda dataset; Czech},
howpublished = {tištěná verze "print"},
language = {eng},
location = {Brno},
isbn = {978-80-263-1793-7},
pages = {67-77},
publisher = {Tribun EU},
title = {Augmenting Stylometric Features to Improve Detection of Propaganda and Manipulation},
url = {https://raslan2023.nlp-consulting.net/},
year = {2023}
}
TY - JOUR
ID - 2362597
AU - Sabol, Radoslav - Horák, Aleš
PY - 2023
TI - Augmenting Stylometric Features to Improve Detection of Propaganda and Manipulation
PB - Tribun EU
CY - Brno
SN - 9788026317937
KW - stylometry
KW - propaganda detection
KW - manipulative style analysis
KW - Propaganda dataset
KW - Czech
UR - https://raslan2023.nlp-consulting.net/
N2 - Identification of manipulative techniques in newspaper texts allows an informed reader to cope with the text content without being negatively influenced. In this paper, we present new developments in using stylometry to support a deep learning neural network model in labelling newspaper articles for the presence of specific manipulative techniques. We also evaluate all stylometric features in 16 groups and improve the manipulation detection results in 15 of 17 techniques.
ER -
SABOL, Radoslav and Aleš HORÁK. Augmenting Stylometric Features to Improve Detection of Propaganda and Manipulation. In Aleš Horák, Pavel Rychlý, Adam Rambousek. \textit{Proceedings of the Seventeenth Workshop on Recent Advances in Slavonic Natural Languages Processing, RASLAN 2023}. Brno: Tribun EU, 2023, p.~67-77. ISBN~978-80-263-1793-7.
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