SyRHM: Symbolic-Language-Enhanced Reasoning with Associative Retrieval for Zero-shot Harmful Meme Detection
SyRHM, a framework that decomposes harmful meme detection into meaning-grounded retrieval and symbolic-language-enhanced multi-stage reasoning, achieves superior performance on most evaluation settings against multimodal and reasoning-based baselines, while providing reasoning traces for harmful content.
Han-Ling Wang, Chen-Long Wei, Ying-Juan Li et al.
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