MIPD: Exploring Manipulation and Intention In a Novel Corpus of Polish Disinformation
Arkadiusz Modzelewski, Giovanni Da San Martino, Pavel Savov, Magdalena Wilczynska, Adam Wierzbicki
Abstract
This study presents a novel corpus of 15,356 Polish web articles, including articles identified as containing disinformation. Our dataset enables a multifaceted understanding of disinformation. We present a distinctive multilayered methodology for annotating disinformation in texts. What sets our corpus apart is its focus on uncovering hidden intent and manipulation in disinformative content. A team of experts annotated each article with multiple labels indicating both disinformation creators' intents and the manipulation techniques employed. Additionally, we set new baselines for binary disinformation detection and two multiclass multilabel classification tasks: manipulation techniques and intention types classification.
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Cited by top-tier papers3
- PCoT: Persuasion-Augmented Chain of Thought for Detecting Fake News and Social Media DisinformationArkadiusz Modzelewski, Witold Sosnowski, Tiziano Labruna, Adam Wierzbicki et al.ACL 2025 · 8 citations
- DiNO: Disinformation Narrative ObserverWitold Sosnowski, Arkadiusz Modzelewski, Kinga Skorupska, Adam WierzbickiACL 2026
- DiNaM: Disinformation Narrative Mining with Large Language ModelsWitold Sosnowski, Arkadiusz Modzelewski, Kinga Skorupska, Adam WierzbickiEMNLP 2025
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- Fighting Fire with Fire: The Dual Role of LLMs in Crafting and Detecting Elusive DisinformationJason Samuel Lucas, Adaku Uchendu, Michiharu Yamashita, Jooyoung Lee et al.EMNLP 2023 · 23 citations
- Multitask Instruction-based Prompting for Fallacy RecognitionTariq Alhindi, Tuhin Chakrabarty, Elena Musi, Smaranda MuresanEMNLP 2022 · 16 citations
- Multilingual Multifaceted Understanding of Online News in Terms of Genre, Framing, and Persuasion TechniquesJakub Piskorski, Nicolas Stefanovitch, Nikolaos Nikolaidis, Giovanni Da San Martino et al.ACL 2023 · 14 citations
- Support or Refute: Analyzing the Stance of Evidence to Detect Out-of-Context Mis- and DisinformationXin Yuan, Jie Guo, Weidong Qiu, Zheng Huang et al.EMNLP 2023 · 11 citations
- KLEJ: Comprehensive Benchmark for Polish Language UnderstandingPiotr Rybak, Robert Mroczkowski, Janusz Tracz, Ireneusz GawlikACL 2020 · 4 citations
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