Author

Yazheng Yang

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#natural language process... Preprint Sep 2026

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...

Xing-Jie Zhuang, Jia-Long Tang, Chu-Lun Zhou et al. · 0 citations

#natural language process... Preprint Aug 2026

WnW: Waxing-and-Waning KV Cache for Long-Form Speech LLMs

WnW (Waxing-and-Waning KV cache), which classifies KV-heads into anchor, tidal, and fixed roles via offline calibration, and preserves near-Full-Cache accuracy while keeping only 20% of audio tokens on GPU, where prefill-only baselines fail to terminate.

Yi-Ming Yao, Chenyang Lyu, Xuan-Fan Ni et al. · 0 citations