2 papers
cs.LG2026
Focus on What You Need: Global-to-Local Dynamic Attention for Multimodal Sarcasm Detection
Dehao Wu, Xingjie Zhuang
Multimodal sarcasm detection has attracted increasing attention due to the widespread use of images and text on social media platforms. Existing studies generally treat the semanti…
cs.CL2026
Cognitive Enhancement: Rethinking the Necessity of Role-Playing for Large Language Models
Xingjie Zhuang, Jialong Tang, Chulun Zhou +5
Role-playing prompting has become a popular yet simple technique for improving LLM reasoning and output quality. However, whether it consistently boosts performance across diverse…