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He returned to history, College of Philosophy, the University of History, and later returned to Harvard University, where he earned his.D

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cs.CL 1

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2026 1

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TextLDM: Language Modeling with Continuous Latent Diffusion

cs.CL · 2026-05-08 · unverdicted · novelty 6.0

TextLDM applies DiT-style latent diffusion with flow matching to language modeling via a REPA-aligned VAE, outperforming prior diffusion LMs and matching GPT-2 when trained from scratch on OpenWebText2.

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  • TextLDM: Language Modeling with Continuous Latent Diffusion cs.CL · 2026-05-08 · unverdicted · none · ref 21

    TextLDM applies DiT-style latent diffusion with flow matching to language modeling via a REPA-aligned VAE, outperforming prior diffusion LMs and matching GPT-2 when trained from scratch on OpenWebText2.