Preprint
Aug 2026
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling
AURORA-LM is introduced, a continuous-latent diffusion language model that separates the construction of a decodable text representation from the modeling of its distribution, and achieves the strongest performance among evaluated continuous and diffusion-based language models on OpenWebText free generation and XSum summarization.
Jiajun Liang, Yu-Ling Liao, Yukang Cao et al.
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