AINeutralarXiv – CS AI · 9h ago6/10
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I Know What You Meme, Even If it Emerged Today: Understanding Evolving Memes through Open-World Knowledge Acquisition
Researchers introduce Query Retrieve Conclude, a zero-shot framework that improves meme understanding by identifying knowledge gaps, retrieving current web evidence, and synthesizing grounded background knowledge. The approach addresses limitations of existing methods that rely on outdated or incomplete parametric knowledge, demonstrating improvements across meme understanding and detection tasks using a new benchmark dataset of 2024-2026 memes.