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Propaganda is the expression of an opinion or an action by an individual or a group deliberately designed to influence the opinions or the actions of other individuals or groups with reference to predetermined ends, which is achieved by…

Computation and Language · Computer Science 2022-11-21 Firoj Alam , Hamdy Mubarak , Wajdi Zaghouani , Giovanni Da San Martino , Preslav Nakov

We present our system for the two subtasks of the shared task on propaganda detection in Arabic, part of WANLP'2022. Subtask 1 is a multi-label classification problem to find the propaganda techniques used in a given tweet. Our system for…

Computation and Language · Computer Science 2022-11-01 Shubham Mittal , Preslav Nakov

The prevalence of propaganda in our digital society poses a challenge to societal harmony and the dissemination of truth. Detecting propaganda through NLP in text is challenging due to subtle manipulation techniques and contextual…

Computation and Language · Computer Science 2023-11-28 Kilian Sprenkamp , Daniel Gordon Jones , Liudmila Zavolokina

This paper presents the CUNLP submission for the NLP4IF 2019 shared-task on FineGrained Propaganda Detection. Our system finished 5th out of 26 teams on the sentence-level classification task and 5th out of 11 teams on the fragment-level…

Computation and Language · Computer Science 2021-04-29 Tariq Alhindi , Jonas Pfeiffer , Smaranda Muresan

Since the introduction of the SemEval 2020 Task 11 (Martino et al., 2020a), several approaches have been proposed in the literature for classifying propaganda based on the rhetorical techniques used to influence readers. These methods,…

Computation and Language · Computer Science 2023-06-01 Anni Chen , Bhuwan Dhingra

The prevalence of state-sponsored propaganda on the Internet has become a cause for concern in the recent years. While much effort has been made to identify state-sponsored Internet propaganda, the problem remains far from being solved…

Computation and Language · Computer Science 2021-05-13 Xiaobo Guo , Soroush Vosoughi

Propaganda detection on social media remains challenging due to task complexity and limited high-quality labeled data. This paper introduces a novel framework that combines human expertise with Large Language Model (LLM) assistance to…

Computation and Language · Computer Science 2025-07-25 Ariana Sahitaj , Premtim Sahitaj , Veronika Solopova , Jiaao Li , Sebastian Möller , Vera Schmitt

Social media influence campaigns pose significant challenges to public discourse and democracy. Traditional detection methods fall short due to the complexity and dynamic nature of social media. Addressing this, we propose a novel detection…

Social and Information Networks · Computer Science 2023-11-15 Luca Luceri , Eric Boniardi , Emilio Ferrara

The use of propaganda has spiked on mainstream and social media, aiming to manipulate or mislead users. While efforts to automatically detect propaganda techniques in textual, visual, or multimodal content have increased, most of them…

Computation and Language · Computer Science 2024-02-28 Maram Hasanain , Fatema Ahmed , Firoj Alam

Propaganda can be defined as a form of communication that aims to influence the opinions or the actions of people towards a specific goal; this is achieved by means of well-defined rhetorical and psychological devices. Propaganda, in the…

Computer Vision and Pattern Recognition · Computer Science 2021-09-17 Dimitar Dimitrov , Bishr Bin Ali , Shaden Shaar , Firoj Alam , Fabrizio Silvestri , Hamed Firooz , Preslav Nakov , Giovanni Da San Martino

The use of propagandistic techniques in online content has increased in recent years aiming to manipulate online audiences. Fine-grained propaganda detection and extraction of textual spans where propaganda techniques are used, are…

Computation and Language · Computer Science 2024-10-08 Maram Hasanain , Fatema Ahmad , Firoj Alam

We present the shared task on Fine-Grained Propaganda Detection, which was organized as part of the NLP4IF workshop at EMNLP-IJCNLP 2019. There were two subtasks. FLC is a fragment-level task that asks for the identification of propagandist…

Computation and Language · Computer Science 2019-10-23 Giovanni Da San Martino , Alberto Barrón-Cedeño , Preslav Nakov

There has been significant research on propagandistic content detection across different modalities and languages. However, most studies have primarily focused on detection, with little attention given to explanations justifying the…

Computation and Language · Computer Science 2025-09-30 Maram Hasanain , Md Arid Hasan , Mohamed Bayan Kmainasi , Elisa Sartori , Ali Ezzat Shahroor , Giovanni Da San Martino , Firoj Alam

Propaganda aims at influencing people's mindset with the purpose of advancing a specific agenda. Previous work has addressed propaganda detection at the document level, typically labelling all articles from a propagandistic news outlet as…

Computation and Language · Computer Science 2019-10-08 Giovanni Da San Martino , Seunghak Yu , Alberto Barrón-Cedeño , Rostislav Petrov , Preslav Nakov

Propagandists use rhetorical devices that rely on logical fallacies and emotional appeals to advance their agendas. Recognizing these techniques is key to making informed decisions. Recent advances in Natural Language Processing (NLP) have…

Computation and Language · Computer Science 2025-05-21 Julia Jose , Rachel Greenstadt

Propaganda spreads the ideology and beliefs of like-minded people, brainwashing their audiences, and sometimes leading to violence. SemEval 2020 Task-11 aims to design automated systems for news propaganda detection. Task-11 consists of two…

Computation and Language · Computer Science 2020-08-25 Rajaswa Patil , Somesh Singh , Swati Agarwal

Online propaganda poses a severe threat to the integrity of societies. However, existing datasets for detecting online propaganda have a key limitation: they were annotated using weak labels that can be noisy and even incorrect. To address…

Computation and Language · Computer Science 2024-11-27 Abdurahman Maarouf , Dominik Bär , Dominique Geissler , Stefan Feuerriegel

Manipulative and misleading news have become a commodity for some online news outlets and these news have gained a significant impact on the global mindset of people. Propaganda is a frequently employed manipulation method having as goal to…

Computation and Language · Computer Science 2020-09-14 Andrei Paraschiv , Dumitru-Clementin Cercel , Mihai Dascalu

In this paper we describe our submission for the task of Propaganda Span Identification in news articles. We introduce a BERT-BiLSTM based span-level propaganda classification model that identifies which token spans within the sentence are…

Computation and Language · Computer Science 2020-08-21 Sopan Khosla , Rishabh Joshi , Ritam Dutt , Alan W Black , Yulia Tsvetkov

The dissemination of online hate speech can have serious negative consequences for individuals, online communities, and entire societies. This and the large volume of hateful online content prompted both practitioners', i.e., in content…

Computation and Language · Computer Science 2025-04-14 Julian Bäumler , Louis Blöcher , Lars-Joel Frey , Xian Chen , Markus Bayer , Christian Reuter
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