Emotional prompting amplifies disinformation generation in AI large language models

Our study reveals that all tested LLMs effectively generate disinformation. Notably, emotional prompting had a significant impact on disinformation production rates, with models showing higher success rates when prompted with polite language compared to neutral or impolite requests. Our investigation highlights that LLMs can be exploited to create disinformation and emphasizes the critical need for ethics-by-design approaches in developing AI technologies. We maintain that identifying ways to mitigate the exploitation of LLMs through emotional prompting is crucial to prevent their misuse for purposes detrimental to public health and society.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-04-07
DOI
https://doi.org/10.3389/frai.2025.1543603
Citations
12
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
50.42
Controls
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article

Emotional prompting amplifies disinformation generation in AI large language models

Giovanni Spitale, Rasita Vinay, Federico Germani, Nikola Biller‐Andorno
12 citations
Frontiers in Artificial Intelligence
Misinformation and Its Impacts
50.42
article

Emotional prompting amplifies disinformation generation in AI large language models

Giovanni Spitale, Rasita Vinay, Federico Germani, Nikola Biller‐Andorno
article en
12 citations

Abstract

Our study reveals that all tested LLMs effectively generate disinformation. Notably, emotional prompting had a significant impact on disinformation production rates, with models showing higher success rates when prompted with polite language compared to neutral or impolite requests. Our investigation highlights that LLMs can be exploited to create disinformation and emphasizes the critical need for ethics-by-design approaches in developing AI technologies. We maintain that identifying ways to mitigate the exploitation of LLMs through emotional prompting is crucial to prevent their misuse for purposes detrimental to public health and society.

Frontiers in Artificial IntelligenceVol. 8
University of Zurich (CH), University of St.Gallen (CH)
Openalex Percentile: Top 0%
Misinformation and Its Impacts
50.42
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