The Meta AI team has introduced MobileLLM, addressing the challenges of deploying LLMs on mobile devices. By employing a deep and narrow architecture design and parameter optimization, performance is significantly enhanced. This research opens up new possibilities, offering fresh perspectives for applying LLMs in resource-constrained environments. MobileLLM sets a new standard for deploying LLMs on mobile devices, with a notable performance improvement.