Author

Chen-Long Wei

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#natural language process... Preprint Sep 2026

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. · 0 citations

#natural language process... Preprint Sep 2026

ForeSight: Enhancing Risk Monitoring via Early Safety Signal Distillation

This work proposes ForeSight, a first-token output-risk forecasting framework that distills weak and redundant early safety signals into compact, layer-aware risk representations and achieves superior and efficient early-risk forecasting while relying solely on first-token hidden states.

Han-Lin Wang, Chen-Long Wei, Ling Xu et al. · 0 citations