From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models

This repository contains the source code, datasets, generated content, and scripts for the paper "From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models." In this paper, we present an in-depth evaluation of VLMs' ability to interpret hateful memes by curating a dataset of 39 hateful memes and over 12,000 responses from seven representative VLMs using carefully designed prompts. We also assess how malicious users could exploit VLMs and hateful memes to generate hateful content systematically.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-01-22
DOI
https://doi.org/10.5281/zenodo.14720651
Primary Topic
Hate Speech and Cyberbullying Detection
Type
article
Field-Weighted Citation Impact
0.00
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article

From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models

Zenodo (CERN European Organization for Nuclear Research)
Hate Speech and Cyberbullying Detection
article

From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models

article en

Abstract

This repository contains the source code, datasets, generated content, and scripts for the paper "From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models." In this paper, we present an in-depth evaluation of VLMs' ability to interpret hateful memes by curating a dataset of 39 hateful memes and over 12,000 responses from seven representative VLMs using carefully designed prompts. We also assess how malicious users could exploit VLMs and hateful memes to generate hateful content systematically.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions, Reduced inequalities
Openalex Percentile: Top 74%
Hate Speech and Cyberbullying Detection
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From Meme to Threat: On the Hateful Meme Understanding and Induced Hateful Content Generation in Open-Source Vision Language Models · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS