：Unlike mainstream methods that convert speech into discrete tokens, VoxCPM adopts an end-to-end diffusion autoregressive architecture to generate continuous speech representations directly from text. This model is based on the MiniCPM-4 backbone network and implements implicit semantic-acoustic decoupling through hierarchical language modeling and FSQ constraints, significantly improving expressiveness and generation stability.