{
  "$type": "site.standard.document",
  "contributors": [
    {
      "did": "did:plc:igunvse2uemkwmci3igoxhu5",
      "displayName": "Oz Akan",
      "role": "author"
    }
  ],
  "coverImage": {
    "$type": "blob",
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  "description": "Instead of writing sequentially, DLMs start with something like noisy or scrambled text and gradually denoise it over several steps.",
  "path": "/techs/diffusion-based-language-models",
  "publishedAt": "2025-04-30T21:00:00.000Z",
  "site": "at://did:plc:igunvse2uemkwmci3igoxhu5/site.standard.publication/luminary-blog",
  "tags": [
    "aiml"
  ],
  "textContent": "Traditional language models (like GPT) create text one word or token at a time, from left to right. Think of it like writing a sentence sequentially. These are called autoregressive models (ARMs).",
  "title": "Diffusion Based Language Models"
}