MemeCraft: Contextual and Stance-Driven Multimodal Meme Generation

February 24, 2024 Β· Declared Dead Β· πŸ› The Web Conference

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Authors Han Wang, Roy Ka-Wei Lee arXiv ID 2403.14652 Category cs.CY: Computers & Society Cross-listed cs.AI, cs.CL, cs.MM Citations 17 Venue The Web Conference Last Checked 4 months ago
Abstract
Online memes have emerged as powerful digital cultural artifacts in the age of social media, offering not only humor but also platforms for political discourse, social critique, and information dissemination. Their extensive reach and influence in shaping online communities' sentiments make them invaluable tools for campaigning and promoting ideologies. Despite the development of several meme-generation tools, there remains a gap in their systematic evaluation and their ability to effectively communicate ideologies. Addressing this, we introduce MemeCraft, an innovative meme generator that leverages large language models (LLMs) and visual language models (VLMs) to produce memes advocating specific social movements. MemeCraft presents an end-to-end pipeline, transforming user prompts into compelling multimodal memes without manual intervention. Conscious of the misuse potential in creating divisive content, an intrinsic safety mechanism is embedded to curb hateful meme production.
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