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[diffusion] docs: consolidate diffusion documentation into docs (#18095)

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Co-authored-by: JiaxinD <djx2048@gmail.com>
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docs/supported_models/text_generation/diffusion_language_models.md
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# Diffusion Language Models
> This page covers **text generation** using diffusion-based LLMs. For **image and video generation**, see [Diffusion Models](../image_generation/diffusion_models.md).
Diffusion language models have shown promise for non-autoregressive text generation with parallel decoding capabilities. Unlike auto-regressive language models, different diffusion language models require different decoding strategies.
## Example Launch Command