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  OPDLM-8B is a block diffusion language model (DLM) obtained by post-training an
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  autoregressive language model (ARLM) into a diffusion language model via
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- **on-policy distillation**.
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  ## Highlights
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  - **Converted, not pretrained from scratch:** built from a strong ARLM, reusing its prior.
 
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  OPDLM-8B is a block diffusion language model (DLM) obtained by post-training an
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  autoregressive language model (ARLM) into a diffusion language model via
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+ **on-policy distillation**. Arxiv Report- arxiv.org/abs/2606.06712
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  ## Highlights
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  - **Converted, not pretrained from scratch:** built from a strong ARLM, reusing its prior.