40 55 70 85 100 0 0.5B 1B 1.5B 2B 2.5B 3B Total parameters Mobile-Actions accuracy (%) LFM2.5 230M f16 · vLLM FunctionGemma 270M f16 · vLLM Apple FM on-device Needle 2 CQ2-bit