Xing-Jie Zhuang

Cognitive Enhancement: Rethinking the Necessity of Role-Playing for Large Language Models

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 domains remains unclear, as systematic validation is lacking. To fill this gap, we run multi-model, cross-domain, and multilingual experimen...