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Cola DLM ( Co ntinuous La tent D iffusion L anguage M odel) is a hierarchical continuous latent-space diffusion language model. It combines a Text VAE with a block-causal Diffusion Transformer (DiT) prior: the VAE maps text into continuous latent sequences and decodes latents bac…