{
  "slug": "ling-2-6-1t",
  "order": 70,
  "name": "Ling 2.6 (1T)",
  "baseTitle": "Ling 2.6 1T",
  "company": "InclusionAI",
  "country": "China",
  "flag": "🇨🇳",
  "date": "2026-04-23",
  "decoderType": "Sparse hybrid",
  "attention": "Lightning Attention plus MLA",
  "layerMix": "10 MLA + 70 Lightning Attention + 1 MTP layer",
  "scale": "1T total, 63B active (6.3% active)",
  "totalParams": 1000000000000,
  "activeParams": 63000000000,
  "context": "262,144",
  "contextTokens": 262144,
  "license": "MIT License",
  "kvCacheText": "11.2 KiB",
  "kvCacheKiB": 11.2,
  "kvCacheLevel": "Very low",
  "summary": "Ling 2.5 successor that keeps the Lightning Attention and MLA hybrid stack while adding an MTP layer for multi-token prediction.",
  "keyDetail": "Keeps the 7:1 linear-attention/MLA ratio and adds one multi-token-prediction layer for speculative decoding.",
  "image": {
    "full": "https://sebastianraschka.com/llm-architecture-gallery/images/architectures/ling-2-6-1t.webp",
    "thumb": "https://sebastianraschka.com/llm-architecture-gallery/images/architectures/thumbnails/ling-2-6-1t.webp",
    "alt": "Figure 1: Ling 2.6 1T",
    "width": 960,
    "height": 943
  },
  "articleUrl": null,
  "links": [
    {
      "label": "config.json",
      "href": "https://huggingface.co/inclusionAI/Ling-2.6-1T/blob/main/config.json",
      "title": "inclusionAI/Ling-2.6-1T"
    },
    {
      "label": "Tech report",
      "href": "https://huggingface.co/inclusionAI/Ling-2.6-1T",
      "title": null
    }
  ],
  "concepts": [
    {
      "slug": "mla",
      "label": "MLA",
      "name": "Multi-Head Latent Attention",
      "url": "https://llm-atlas-7or.pages.dev/concepts/mla/"
    },
    {
      "slug": "hybrid-attention",
      "label": "Hybrid Attention",
      "name": "Hybrid Attention",
      "url": "https://llm-atlas-7or.pages.dev/concepts/hybrid-attention/"
    },
    {
      "slug": "mtp",
      "label": "MTP",
      "name": "Multi-Token Prediction",
      "url": "https://llm-atlas-7or.pages.dev/concepts/mtp/"
    }
  ],
  "aai": {
    "v4": {
      "label": "AA Intelligence Index v4.3.2",
      "total": 17,
      "profile": {
        "Scientific": 4.5
      },
      "url": "https://artificialanalysis.ai/models/ling-2-6-1t"
    }
  },
  "sourceUrl": "https://sebastianraschka.com/llm-architecture-gallery/#card-ling-2-6-1t",
  "family": "hybrid-moe",
  "url": "https://llm-atlas-7or.pages.dev/models/ling-2-6-1t/",
  "markdownUrl": "https://llm-atlas-7or.pages.dev/models/ling-2-6-1t.md"
}