When NPUs Are Not Always Faster: A Stage-Level Analysis of Mobile LLM Inference

Pu Li, Jiawen Qi, Qinyu Chen

Deploying large language models (LLMs) on mobile devices increasingly relies on heterogeneous execution, yet no prior study has systematically characterized NPU effectiveness at th…