Findings of the NLP4IF-2019 Shared Task on Fine-Grained Propaganda Detection
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Abstract (arXiv)
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 text fragments in a news article and also for the prediction of the specific propaganda technique used in each such fragment (18-way classification task). SLC is a sentence-level binary classification task asking to detect the sentences that contain propaganda. A total of 12 teams submitted systems for the FLC task, 25 teams did so for the SLC task, and 14 teams eventually submitted a system description paper. For both subtasks, most systems managed to beat the baseline by a sizable margin. The leaderboard and the data from the competition are available at http://propaganda.qcri.org/nlp4if-shared-task/.
Key facts. Cited by 24 papers in the map (data through 13 Oct 2026). First posted on arXiv 20 Oct 2019.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 7; 2024: 2; 2025: 2; 2026: 5.
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- 2022Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Surveycited by 80
- 2021SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Imagescited by 49
- 2022Logical Fallacy Detectioncited by 25
- 2023Multitask Instruction-based Prompting for Fallacy Recognitioncited by 22
- 2022Overview of the WANLP 2022 Shared Task on Propaganda Detection in Arabiccited by 18
- 2021Interpretable Propaganda Detection in News Articlescited by 16
- 2023Revisiting Hate Speech Benchmarks: From Data Curation to System Deploymentcited by 7
- 2025Fine-grained Fallacy Detection with Human Label Variationcited by 6
- 2021Volta at SemEval-2021 Task 6: Towards Detecting Persuasive Texts and Images using Textual and Multimodal Ensemblecited by 5
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatarcited by 5
- 2023QCRI at SemEval-2023 Task 3: News Genre, Framing and Persuasion Techniques Detection using Multilingual Modelscited by 5
- 2023Analysing State-Backed Propaganda Websites: a New Dataset and Linguistic Studycited by 5
12 more
- 2023Discourse Structures Guided Fine-grained Propaganda Identificationcited by 5
- 2024ArMeme: Propagandistic Content in Arabic Memescited by 5
- 2025Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligencecited by 3
- 2021Technological Approaches to Detecting Online Disinformation and Manipulationcited by 1
- 2023NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion Techniquescited by 1
- 2024Paying Attention to Deflections: Mining Pragmatic Nuances for Whataboutism Detection in Online Discoursecited by 1
- 2026Reliable News or Propagandist News? A Neurosymbolic Model Using Genre, Topic, and Persuasion Techniques to Improve Robustness in Classificationcited by 1
- 2023Hierarchical Multi-Instance Multi-Label Learning for Detecting Propaganda Techniquescited by 0
- 2026From Emotion to Expression: Theoretical Foundations and Resources for Fear Speechcited by 0
- 2026Cultural Adaptation in Large Language Models for Political Discoursecited by 0
- 2026A Corpus of Persuasion Techniques in Slavic Languagescited by 0
- 2026Propaganda Forensics: Recovering the Generation Pipeline of an AI-Driven Influence Campaigncited by 0
- 2026Propaganda Forensics: Recovering the Generation Pipeline of an AI-Driven Influence Campaign16 Aug 2026
- 2026A Corpus of Persuasion Techniques in Slavic Languages12 Jul 2026
- 2026Cultural Adaptation in Large Language Models for Political Discourse22 May 2026
- 2026Reliable News or Propagandist News? A Neurosymbolic Model Using Genre, Topic, and Persuasion Techniques to Improve Robustness in Classification2 Apr 2026
- 2026From Emotion to Expression: Theoretical Foundations and Resources for Fear Speech23 Jan 2026
- 2025Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence24 Jul 2025
- 2025Fine-grained Fallacy Detection with Human Label Variation19 Feb 2025
- 2024ArMeme: Propagandistic Content in Arabic Memes6 Jun 2024
- 2024Paying Attention to Deflections: Mining Pragmatic Nuances for Whataboutism Detection in Online Discourse15 Feb 2024
- 2023Discourse Structures Guided Fine-grained Propaganda Identification28 Oct 2023
- 2023Analysing State-Backed Propaganda Websites: a New Dataset and Linguistic Study21 Oct 2023
- 2023Revisiting Hate Speech Benchmarks: From Data Curation to System Deployment1 Jun 2023
12 more
- 2023Hierarchical Multi-Instance Multi-Label Learning for Detecting Propaganda Techniques30 May 2023
- 2023QCRI at SemEval-2023 Task 3: News Genre, Framing and Persuasion Techniques Detection using Multilingual Models5 May 2023
- 2023NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion Techniques27 Apr 2023
- 2023Multitask Instruction-based Prompting for Fallacy Recognition24 Jan 2023
- 2022Overview of the WANLP 2022 Shared Task on Propaganda Detection in Arabic18 Nov 2022
- 2022Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey14 Oct 2022
- 2022Logical Fallacy Detection28 Feb 2022
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatar22 Sep 2021
- 2021Interpretable Propaganda Detection in News Articles29 Aug 2021
- 2021Technological Approaches to Detecting Online Disinformation and Manipulation26 Aug 2021
- 2021Volta at SemEval-2021 Task 6: Towards Detecting Persuasive Texts and Images using Textual and Multimodal Ensemble1 Jun 2021
- 2021SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images25 Apr 2021
- 2022Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Surveycited by 80
- 2021SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Imagescited by 49
- 2022Logical Fallacy Detectioncited by 25
- 2023Multitask Instruction-based Prompting for Fallacy Recognitioncited by 22
- 2022Overview of the WANLP 2022 Shared Task on Propaganda Detection in Arabiccited by 18
- 2021Interpretable Propaganda Detection in News Articlescited by 16
- 2023Revisiting Hate Speech Benchmarks: From Data Curation to System Deploymentcited by 7
- 2025Fine-grained Fallacy Detection with Human Label Variationcited by 6
- 2021Volta at SemEval-2021 Task 6: Towards Detecting Persuasive Texts and Images using Textual and Multimodal Ensemblecited by 5
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatarcited by 5
- 2023QCRI at SemEval-2023 Task 3: News Genre, Framing and Persuasion Techniques Detection using Multilingual Modelscited by 5
- 2023Analysing State-Backed Propaganda Websites: a New Dataset and Linguistic Studycited by 5
12 most cited of 24 All 24 (JSON)
- 2026Propaganda Forensics: Recovering the Generation Pipeline of an AI-Driven Influence Campaign16 Aug 2026
- 2026A Corpus of Persuasion Techniques in Slavic Languages12 Jul 2026
- 2026Cultural Adaptation in Large Language Models for Political Discourse22 May 2026
- 2026Reliable News or Propagandist News? A Neurosymbolic Model Using Genre, Topic, and Persuasion Techniques to Improve Robustness in Classification2 Apr 2026
- 2026From Emotion to Expression: Theoretical Foundations and Resources for Fear Speech23 Jan 2026
- 2025Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence24 Jul 2025
- 2025Fine-grained Fallacy Detection with Human Label Variation19 Feb 2025
- 2024ArMeme: Propagandistic Content in Arabic Memes6 Jun 2024
- 2024Paying Attention to Deflections: Mining Pragmatic Nuances for Whataboutism Detection in Online Discourse15 Feb 2024
- 2023Discourse Structures Guided Fine-grained Propaganda Identification28 Oct 2023
- 2023Analysing State-Backed Propaganda Websites: a New Dataset and Linguistic Study21 Oct 2023
- 2023Revisiting Hate Speech Benchmarks: From Data Curation to System Deployment1 Jun 2023
12 newest of 24 All 24 (JSON)