Effective Yet Ephemeral Propaganda Defense: There Needs to Be More than One-Shot Inoculation to Enhance Critical Thinking
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Abstract (arXiv)
In today's media landscape, propaganda distribution has a significant impact on society. It sows confusion, undermines democratic processes, and leads to increasingly difficult decision-making for news readers. We investigate the lasting effect on critical thinking and propaganda awareness on them when using a propaganda detection and contextualization tool. Building on inoculation theory, which suggests that preemptively exposing individuals to weakened forms of propaganda can improve their resilience against it, we integrate Kahneman's dual-system theory to measure the tools' impact on critical thinking. Through a two-phase online experiment, we measure the effect of several inoculation doses. Our findings show that while the tool increases critical thinking during its use, this increase vanishes without access to the tool. This indicates a single use of the tool does not create a lasting impact. We discuss the implications and propose possible approaches to improve the resilience against propaganda in the long-term.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 9 of its 41 references that are in the map. First posted on arXiv 11 Mar 2025.
Builds on
9 of 41 references.
References · 9
- 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
- 2024MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documentscited by 257
- 2023Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Methodcited by 97
- 2020SemEval-2020 Task 11: Detection of Propaganda Techniques in News Articlescited by 81
- 2023The Perils & Promises of Fact-checking with Large Language Modelscited by 31
- 2020Prta: A System to Support the Analysis of Propaganda Techniques in the Newscited by 24
- 2022Overview of the WANLP 2022 Shared Task on Propaganda Detection in Arabiccited by 18
- 2024Think Fast, Think Slow, Think Critical: Designing an Automated Propaganda Detection Toolcited by 10
- 2023Large Language Models for Propaganda Detectioncited by 8
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Citing papers per year: 2025: 1.
1 paper.