Explainable propaganda detection
Nakov, Preslav I. Da San Martino, Giovanni Yu, Seunghak
Nakov, Preslav I.
Da San Martino, Giovanni
Yu, Seunghak
Supervisor
Department
Natural Language Processing
Embargo End Date
Type
Patent
Date
2025
License
Language
English
Collections
Research Projects
Organizational Units
Journal Issue
Abstract
Explainable propaganda detection is provided by parsing each sentence of a plurality of sentences in an article for structural details; identifying, via a machine learning model, dimensional features across the plurality of sentences based on the structural details; identifying, via the machine learning model, a propagandizing tactic demonstrated in each sentence of the plurality of sentences based a covariance score to the propagandizing tactic and the plurality of dimensional features identified for a given sentence; and displaying, in a user interface that includes the article, propaganda labels corresponding to the propagandizing tactic identified for each sentence of the plurality of sentences.
Citation
S. Yu, G. da San Martino, M. Mohtarami, J. Glass, and P. Nakov, “Interpretable Propaganda Detection in News Articles,” International Conference Recent Advances in Natural Language Processing, RANLP, pp. 1597–1605, 2021, doi: 10.26615/978-954-452-072-4_179.
Source
US Patent 12,223,265, 2025
Conference
Keywords
Electrolytic capacitor, High withst, voltage, Low impedance, Water content optimization, Electrolyte composition?
Subjects
Source
Publisher
Google Patent