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TransMeme achieves a 33.1% improvement in meme transcreation quality by expertly balancing cultural adaptation and multimodal coherence.
Current MLLMs fail to detect covert advertisements, revealing a critical gap in social media moderation that could mislead consumers and pose ethical risks.
Current adversarial evaluation practices are misleading: stronger LLMs don't necessarily produce more effective adversarial claims when you actually check if the facts are still true.