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Northeastern University Shenyang
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HarmTrace reveals that fine-grained target identification can drastically improve harmful meme detection accuracy, closing a critical gap in multimodal AI understanding.
PC-Agents mimic human personality dynamics but fall short in capturing the full complexity of personality evolution after life events.
Current MLLMs struggle with creative decoding, achieving only 50.7% accuracy in understanding cross-concept relations, revealing a critical gap in their cognitive capabilities.
TRAM leverages the model's reasoning history to create a compact memory that boosts performance on complex reasoning tasks without extra training.
95% of emotional support systems prioritize immediate relief over long-term user capability, highlighting a critical gap in current research and practice.
