{
 "product": "YFarmX Model Identity",
 "method": "tokenizer fingerprinting v1-50",
 "updated": "2026-08-22",
 "record_url": "https://yfarmx.com/ai/models/dots-studio/dots-3-note-preview-free/",
 "citation": "YFarmX Model Identity: Dots Studio: Dots3-Note Preview (free) (dots-studio/dots-3-note-preview:free) evidence record. Measured 2026-08-21. https://yfarmx.com/ai/models/dots-studio/dots-3-note-preview-free/",
 "record": {
  "id": "dots-studio/dots-3-note-preview:free",
  "slug": "dots-studio/dots-3-note-preview-free",
  "name": "Dots Studio: Dots3-Note Preview (free)",
  "lab": "Dots Studio",
  "alias": false,
  "variant_of": null,
  "created": 1786680361,
  "new_since_20_aug": false,
  "description": "Dots3-Note Preview is an open-weight mixture-of-experts model from Dots Studio, with 16B active parameters out of 280B total. It is the lightest model in the Dots 3 family and is...",
  "declared": {
   "tokenizer": "Other",
   "modality": "text+image->text",
   "input": [
    "text",
    "image"
   ],
   "context": 512000,
   "max_output": 512000,
   "pricing": {
    "prompt": "0",
    "completion": "0"
   },
   "params": [
    "include_reasoning",
    "max_tokens",
    "reasoning",
    "response_format",
    "structured_outputs",
    "temperature",
    "tool_choice",
    "tools",
    "top_p"
   ],
   "defaults": {},
   "reasoning": {
    "mandatory": false
   },
   "hugging_face": null
  },
  "measurement": {
   "status": "measured",
   "at": "2026-08-21",
   "run": "catalogue-sweep",
   "overhead": 11,
   "providers": [
    "AtlasCloud"
   ],
   "clean_rows": 50,
   "corrupt_rows": 0,
   "signature": "tk_5410b38e",
   "counts": {
    "en-prose": 14,
    "en-long": 16,
    "spaces-20": 3,
    "spaces-60": 3,
    "tabs-20": 3,
    "newlines-20": 4,
    "mixed-ws": 5,
    "digits-9": 9,
    "digits-12": 12,
    "digits-30": 30,
    "digits-sep": 12,
    "float-long": 22,
    "zh-common": 10,
    "zh-long": 12,
    "zh-rare": 17,
    "ja-kana": 8,
    "ja-kanji": 13,
    "ko": 17,
    "ru": 16,
    "ar": 8,
    "he": 9,
    "hi": 29,
    "th": 12,
    "el": 28,
    "emoji-basic": 5,
    "emoji-skin": 10,
    "emoji-zwj-family": 10,
    "emoji-zwj-x3": 30,
    "emoji-flags": 8,
    "emoji-prof": 14,
    "math": 26,
    "boxdraw": 17,
    "combining": 5,
    "cjk-ext-b": 12,
    "surrogates": 22,
    "zalgo": 36,
    "rtl-mix": 7,
    "py-code": 25,
    "py-indent": 15,
    "json": 25,
    "html": 16,
    "regex": 44,
    "camel": 5,
    "snake": 6,
    "rare-word-x5": 31,
    "repeat-tok": 22,
    "base64": 36,
    "hex": 17,
    "url": 19,
    "uuid": 36
   },
   "corrupt": {},
   "observations": [
    {
     "at": "2026-08-21",
     "run": "catalogue-sweep",
     "clean": 50
    }
   ]
  },
  "note": null,
  "api_signature": "api_2c9086fe",
  "api_matches": [],
  "identity": {
   "kind": "lineage",
   "family": "Qwen",
   "confidence": "high",
   "confidence_reason": "an exact fingerprint shared with 26 models that declare the same family, without a second signal of a different kind yet",
   "basis": [
    "exact tokenizer signature shared with 26 models"
   ],
   "contradiction": null,
   "declared_vs_measured": "resolved"
  },
  "comparator": "qwen/qwen3-coder-next",
  "neighbours": [
   {
    "id": "xiaomi/mimo-v2.5",
    "same": 50,
    "total": 50
   },
   {
    "id": "qwen/qwen3-30b-a3b-instruct-2507",
    "same": 50,
    "total": 50
   },
   {
    "id": "qwen/qwen3-coder-30b-a3b-instruct",
    "same": 50,
    "total": 50
   },
   {
    "id": "qwen/qwen3-32b",
    "same": 50,
    "total": 50
   },
   {
    "id": "bytedance/ui-tars-1.5-7b",
    "same": 50,
    "total": 50
   },
   {
    "id": "qwen/qwen-2.5-7b-instruct",
    "same": 50,
    "total": 50
   }
  ]
 }
}