# Sparse attention for long texts

MiniCPM4-8B is an efficient large language model designed specifically for edge devices. Through innovations in four dimensions: model architecture, training data, training algorithms, and inference systems, it achieves extreme efficiency improvements.

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.