# Ternary quantization compression

MiniCPM4 is an efficient large language model designed specifically for edge devices. While maintaining optimal performance at the same scale, it achieves extreme efficiency improvements, enabling over 5x generation acceleration on typical edge chips.

MiniCPM4 is an efficient large language model designed specifically for edge devices, achieving extreme efficiency improvements and optimal performance at the same scale.

MiniCPM4 is an efficient large - language model designed specifically for edge devices. Through systematic innovation, it achieves extreme efficiency improvements in four key dimensions: model architecture, training data, training algorithm, and inference system.

MiniCPM4 is an efficient large language model designed specifically for edge devices. Through systematic innovation, it achieves extreme efficiency improvements in four dimensions: model architecture, training data, training algorithm, and inference system. It can achieve over 5 times faster generation speed on edge chips.