{
 "code": {
  "sha256": "eba1db214ac4b36daf2eab64ae1bd6684b22f05cd3a68001064bfd3ea49b18ec",
  "source": {
   "commit": "b22e8980637bf07beb783debbd706abd90756d9a",
   "file": "speed/speed_values.py",
   "function": "parse_value",
   "language": "Python"
  },
  "text": "def parse_value(cell: str) -> Reading | Refusal:\n    \"\"\"Read one roster cell as one number, or say why it is not one.\"\"\"\n    # 1. Emphasis marks are the page's typography, not the figure.\n    text = cell.replace(\"**\", \"\").replace(\"⚑\", \"\").strip()\n\n    # 2. Anything in parentheses is a note beside the figure, never the figure.\n    notes = []\n    while True:\n        group = re.search(r\"\\([^()]*\\)\", text)\n        if group is None:\n            break\n        notes.append(group.group(0))\n        text = (text[:group.start()] + text[group.end():]).strip()\n\n    # 3. What is left must START with a number.\n    number = NUMBER.match(text)\n    if number is None:\n        return Refusal(NOT_A_NUMBER, text)\n    rest = text[number.end():]\n\n    # 4. At most one unit straight after it.\n    unit = UNIT.match(rest)\n    spelling = unit.group(1) if unit else None\n    if unit:\n        rest = rest[unit.end():]\n    kind = None\n    if spelling in RATE_UNITS:\n        kind = \"rate\"\n    elif spelling in TIME_UNITS:\n        kind = \"time\"\n\n    # 5. After the unit: nothing, or the memory the reading used (\", 20,995 MiB\").\n    rest = rest.strip()\n    memory = None\n    clause = MEMORY_CLAUSE.fullmatch(rest)\n    if clause:\n        memory, rest = rest, \"\"\n    if rest and MORE_THAN_ONE.search(rest):\n        return Refusal(MULTI_VALUED, rest)\n    if rest:\n        return Refusal(TRAILER, rest)\n\n    return Reading(number_text=number.group(0),\n                   number=float(number.group(0).replace(\",\", \"\")),\n                   unit=spelling, unit_kind=kind, notes=tuple(notes), memory=memory)\n",
  "words": 186
 },
 "library": {
  "name": "tokenizers",
  "venv": "bench-rerank-venv",
  "version": "0.23.2"
 },
 "pieces": {
  "gemma4": {
   "code": [
    3,
    6,
    1,
    5,
    1,
    4,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    1,
    1,
    4,
    3,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    4,
    1,
    4,
    1,
    1,
    1,
    1,
    9,
    6,
    4,
    4,
    5,
    1,
    1,
    11,
    1,
    4,
    4,
    7,
    1,
    1,
    4,
    4,
    2,
    5,
    1,
    7,
    4,
    2,
    5,
    7,
    2,
    1,
    0,
    0,
    2,
    5,
    5,
    2,
    2,
    4,
    1,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    1,
    1,
    4,
    5,
    2,
    3,
    1,
    4,
    5,
    5,
    1,
    1,
    8,
    5,
    2,
    3,
    1,
    6,
    1,
    1,
    2,
    3,
    2,
    2,
    1,
    3,
    5,
    1,
    1,
    8,
    2,
    6,
    3,
    5,
    1,
    1,
    12,
    5,
    1,
    8,
    5,
    1,
    6,
    1,
    5,
    1,
    5,
    1,
    1,
    2,
    1,
    8,
    4,
    2,
    2,
    4,
    2,
    5,
    1,
    5,
    3,
    2,
    5,
    1,
    5,
    1,
    3,
    3,
    3,
    5,
    2,
    2,
    4,
    1,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    1,
    1,
    4,
    6,
    2,
    7,
    1,
    5,
    1,
    4,
    1,
    1,
    4,
    2,
    7,
    3,
    5,
    1,
    1,
    8,
    6,
    4,
    4,
    1,
    3,
    1,
    1,
    1,
    6,
    1,
    5,
    1,
    1,
    4,
    4,
    2,
    5,
    1,
    6,
    1,
    3,
    3,
    1,
    2,
    4,
    1,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    1,
    1,
    4,
    4,
    2,
    5,
    1,
    5,
    1,
    4,
    1,
    1,
    4,
    2,
    6,
    2,
    5,
    1,
    5,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    4,
    2,
    5,
    1,
    1,
    8,
    4,
    2,
    5,
    1,
    4,
    1,
    3,
    3,
    1,
    1,
    4,
    4,
    2,
    5,
    1,
    4,
    2,
    9,
    3,
    5,
    1,
    2,
    3,
    1,
    1,
    8,
    4,
    2,
    2,
    4,
    1,
    1,
    4,
    4,
    9,
    3,
    5,
    1,
    2,
    3,
    1,
    1,
    8,
    4,
    2,
    2,
    4,
    1,
    2,
    4,
    1,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    3,
    1,
    4,
    4,
    2,
    5,
    1,
    5,
    2,
    1,
    4,
    6,
    2,
    5,
    1,
    4,
    6,
    2,
    4,
    3,
    1,
    3,
    3,
    1,
    4,
    5,
    1,
    4,
    1,
    1,
    4,
    2,
    7,
    1,
    1,
    8,
    6,
    1,
    5,
    2,
    5,
    1,
    3,
    1,
    4,
    2,
    5,
    4,
    5,
    1,
    4,
    1,
    3,
    1,
    6,
    1,
    4,
    2,
    1,
    8,
    6,
    4,
    4,
    1,
    5,
    1,
    3,
    3,
    1,
    5,
    1,
    1,
    4,
    2,
    5,
    1,
    1,
    8,
    6,
    4,
    4,
    1,
    3,
    4,
    1,
    5,
    1,
    2,
    4,
    6,
    8,
    1,
    6,
    1,
    4,
    1,
    6,
    1,
    5,
    1,
    1,
    2,
    1,
    19,
    6,
    1,
    5,
    1,
    6,
    1,
    5,
    1,
    1,
    2,
    7,
    5,
    4,
    2,
    1,
    19,
    4,
    1,
    2,
    6,
    1,
    5,
    1,
    4,
    1,
    4,
    1,
    6,
    1,
    5,
    1,
    5,
    2,
    7,
    1,
    6,
    1,
    1
   ],
   "prose": [
    [
     5,
     2,
     6,
     6,
     5,
     2,
     8,
     4,
     3,
     8,
     1,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     10,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     7,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     4,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     1,
     1,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     6,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     1,
     1,
     11,
     1
    ],
    [
     5,
     8,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     1,
     1,
     5,
     3,
     5,
     1,
     5,
     5,
     1,
     9,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     1,
     1,
     6,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     8,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "minicpm-v4.5": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    2,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    5,
    3,
    2,
    1,
    1,
    1,
    3,
    6,
    6,
    4,
    4,
    5,
    2,
    11,
    1,
    4,
    4,
    7,
    2,
    3,
    5,
    2,
    5,
    8,
    4,
    2,
    5,
    7,
    2,
    1,
    2,
    5,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    2,
    3,
    6,
    2,
    4,
    3,
    6,
    5,
    2,
    7,
    6,
    2,
    3,
    7,
    2,
    2,
    3,
    2,
    2,
    1,
    3,
    5,
    2,
    7,
    3,
    6,
    3,
    5,
    2,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    3,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    6,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    2,
    3,
    7,
    2,
    7,
    6,
    5,
    2,
    3,
    3,
    7,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    2,
    3,
    5,
    2,
    5,
    7,
    4,
    3,
    3,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    2,
    3,
    5,
    2,
    5,
    6,
    5,
    2,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    2,
    7,
    5,
    2,
    5,
    5,
    4,
    3,
    2,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    5,
    6,
    2,
    7,
    5,
    2,
    2,
    4,
    2,
    3,
    5,
    9,
    3,
    5,
    6,
    2,
    7,
    5,
    2,
    2,
    4,
    3,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    4,
    3,
    5,
    2,
    5,
    6,
    3,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    7,
    3,
    4,
    5,
    5,
    5,
    2,
    3,
    3,
    7,
    2,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    4,
    3,
    3,
    5,
    4,
    5,
    5,
    4,
    7,
    5,
    3,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    3,
    1,
    5,
    2,
    3,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    3,
    3,
    2,
    1,
    5,
    3,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    3,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    5,
    3,
    4,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    5,
    1,
    4,
    1,
    6,
    2,
    4,
    2,
    4,
    2,
    7,
    1,
    6,
    2
   ],
   "prose": [
    [
     5,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     5,
     5,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     1,
     3,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     6,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     2,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     1,
     9,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     2,
     6,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "mistral-nemo": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    2,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    5,
    3,
    2,
    1,
    1,
    1,
    3,
    2,
    4,
    6,
    4,
    4,
    5,
    2,
    4,
    7,
    1,
    4,
    4,
    7,
    2,
    3,
    5,
    2,
    5,
    8,
    2,
    2,
    2,
    2,
    3,
    7,
    2,
    1,
    0,
    0,
    2,
    2,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    2,
    3,
    6,
    2,
    4,
    3,
    6,
    5,
    2,
    7,
    6,
    2,
    3,
    7,
    2,
    1,
    2,
    1,
    1,
    2,
    2,
    2,
    2,
    5,
    2,
    7,
    3,
    6,
    3,
    5,
    2,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    3,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    1,
    5,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    2,
    3,
    7,
    2,
    7,
    6,
    5,
    2,
    3,
    3,
    7,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    2,
    3,
    5,
    2,
    5,
    1,
    6,
    4,
    3,
    3,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    2,
    3,
    5,
    2,
    3,
    2,
    6,
    2,
    3,
    2,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    2,
    7,
    5,
    2,
    5,
    1,
    4,
    4,
    3,
    2,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    2,
    3,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    2,
    3,
    5,
    9,
    3,
    5,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    3,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    4,
    3,
    5,
    2,
    5,
    6,
    3,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    4,
    3,
    2,
    2,
    3,
    5,
    5,
    2,
    3,
    2,
    3,
    3,
    7,
    2,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    3,
    2,
    4,
    7,
    2,
    3,
    3,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    1,
    2,
    1,
    5,
    2,
    3,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    2,
    1,
    5,
    3,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    3,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    3,
    2,
    3,
    4,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    2,
    3,
    1,
    4,
    1,
    6,
    1,
    5,
    1,
    5,
    2,
    7,
    1,
    6,
    2
   ],
   "prose": [
    [
     1,
     4,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     10,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     4,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     2,
     4,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     2,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     4,
     6,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     2,
     1,
     5,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "mistral-small": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    2,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    5,
    3,
    2,
    1,
    1,
    1,
    3,
    2,
    4,
    6,
    4,
    4,
    5,
    2,
    4,
    7,
    1,
    4,
    4,
    7,
    2,
    3,
    5,
    2,
    5,
    8,
    2,
    2,
    2,
    2,
    3,
    7,
    2,
    1,
    0,
    0,
    2,
    2,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    2,
    3,
    6,
    2,
    4,
    3,
    6,
    5,
    2,
    7,
    6,
    2,
    3,
    7,
    2,
    1,
    2,
    1,
    1,
    2,
    2,
    2,
    2,
    5,
    2,
    7,
    3,
    6,
    3,
    5,
    2,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    3,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    1,
    5,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    2,
    3,
    7,
    2,
    7,
    6,
    5,
    2,
    3,
    3,
    7,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    2,
    3,
    5,
    2,
    5,
    1,
    6,
    4,
    3,
    3,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    2,
    3,
    5,
    2,
    3,
    2,
    6,
    2,
    3,
    2,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    2,
    7,
    5,
    2,
    5,
    1,
    4,
    4,
    3,
    2,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    2,
    3,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    2,
    3,
    5,
    9,
    3,
    5,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    3,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    4,
    3,
    5,
    2,
    5,
    6,
    3,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    4,
    3,
    2,
    2,
    3,
    5,
    5,
    2,
    3,
    2,
    3,
    3,
    7,
    2,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    3,
    2,
    4,
    7,
    2,
    3,
    3,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    1,
    2,
    1,
    5,
    2,
    3,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    2,
    1,
    5,
    3,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    3,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    3,
    2,
    3,
    4,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    2,
    3,
    1,
    4,
    1,
    6,
    1,
    5,
    1,
    5,
    2,
    7,
    1,
    6,
    2
   ],
   "prose": [
    [
     1,
     4,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     10,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     4,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     2,
     4,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     2,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     4,
     6,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     2,
     1,
     5,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "nemotron-3.5": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    2,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    5,
    3,
    2,
    1,
    1,
    1,
    3,
    2,
    4,
    6,
    4,
    4,
    5,
    2,
    4,
    7,
    1,
    4,
    4,
    7,
    2,
    3,
    5,
    2,
    5,
    8,
    2,
    2,
    2,
    2,
    3,
    7,
    2,
    1,
    0,
    0,
    2,
    2,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    2,
    3,
    6,
    2,
    4,
    3,
    6,
    5,
    2,
    7,
    6,
    2,
    3,
    7,
    2,
    1,
    2,
    1,
    1,
    2,
    2,
    2,
    2,
    5,
    2,
    7,
    3,
    6,
    3,
    5,
    2,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    3,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    1,
    5,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    2,
    3,
    7,
    2,
    7,
    6,
    5,
    2,
    3,
    3,
    7,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    2,
    3,
    5,
    2,
    5,
    1,
    6,
    4,
    3,
    3,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    2,
    3,
    5,
    2,
    3,
    2,
    6,
    2,
    3,
    2,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    2,
    7,
    5,
    2,
    5,
    1,
    4,
    4,
    3,
    2,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    2,
    3,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    2,
    3,
    5,
    9,
    3,
    5,
    3,
    3,
    2,
    7,
    5,
    2,
    2,
    4,
    3,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    4,
    3,
    5,
    2,
    5,
    6,
    3,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    4,
    3,
    2,
    2,
    3,
    5,
    5,
    2,
    3,
    2,
    3,
    3,
    7,
    2,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    3,
    2,
    4,
    7,
    2,
    3,
    3,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    1,
    2,
    1,
    5,
    2,
    3,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    2,
    1,
    5,
    3,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    3,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    3,
    2,
    3,
    4,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    2,
    3,
    1,
    4,
    1,
    6,
    1,
    5,
    1,
    5,
    2,
    7,
    1,
    6,
    2
   ],
   "prose": [
    [
     1,
     4,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     10,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     4,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     2,
     4,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     2,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     4,
     6,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     2,
     1,
     5,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "phi4": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    2,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    5,
    3,
    2,
    1,
    1,
    1,
    3,
    6,
    6,
    4,
    4,
    5,
    2,
    11,
    1,
    4,
    4,
    7,
    2,
    3,
    5,
    2,
    5,
    8,
    4,
    2,
    5,
    7,
    2,
    1,
    0,
    0,
    2,
    5,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    2,
    3,
    6,
    2,
    4,
    3,
    6,
    5,
    2,
    7,
    6,
    2,
    3,
    7,
    2,
    2,
    3,
    2,
    2,
    1,
    3,
    5,
    2,
    7,
    3,
    6,
    3,
    5,
    2,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    3,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    6,
    4,
    3,
    3,
    5,
    4,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    2,
    3,
    7,
    2,
    7,
    6,
    5,
    2,
    3,
    3,
    7,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    2,
    3,
    5,
    2,
    5,
    7,
    4,
    3,
    3,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    2,
    3,
    5,
    2,
    5,
    6,
    5,
    2,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    2,
    7,
    5,
    2,
    5,
    5,
    4,
    3,
    2,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    5,
    6,
    2,
    7,
    5,
    2,
    2,
    4,
    2,
    3,
    5,
    9,
    3,
    5,
    6,
    2,
    7,
    5,
    2,
    2,
    4,
    3,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    2,
    1,
    3,
    3,
    1,
    4,
    3,
    5,
    2,
    5,
    6,
    3,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    7,
    3,
    4,
    5,
    5,
    5,
    2,
    3,
    3,
    7,
    2,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    4,
    3,
    3,
    5,
    4,
    5,
    5,
    4,
    7,
    5,
    3,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    3,
    1,
    5,
    2,
    3,
    3,
    5,
    2,
    7,
    7,
    4,
    4,
    3,
    3,
    2,
    1,
    5,
    3,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    3,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    5,
    3,
    4,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    5,
    1,
    4,
    1,
    6,
    2,
    4,
    2,
    4,
    2,
    7,
    1,
    6,
    2
   ],
   "prose": [
    [
     5,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     5,
     5,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     1,
     3,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     2,
     1,
     1,
     4,
     6,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     2,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     1,
     9,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     2,
     6,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "qwen3.5": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    1,
    1,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    4,
    1,
    3,
    2,
    1,
    1,
    1,
    3,
    6,
    6,
    4,
    4,
    5,
    2,
    11,
    1,
    4,
    4,
    7,
    1,
    1,
    3,
    5,
    2,
    5,
    8,
    4,
    2,
    5,
    7,
    2,
    1,
    0,
    0,
    2,
    5,
    5,
    2,
    2,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    1,
    1,
    3,
    6,
    2,
    3,
    1,
    3,
    6,
    5,
    1,
    1,
    7,
    6,
    2,
    3,
    7,
    2,
    2,
    3,
    2,
    2,
    1,
    3,
    5,
    1,
    1,
    7,
    3,
    6,
    3,
    5,
    1,
    1,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    2,
    1,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    6,
    4,
    3,
    3,
    5,
    2,
    2,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    1,
    1,
    3,
    7,
    2,
    7,
    6,
    5,
    1,
    1,
    3,
    3,
    7,
    3,
    5,
    1,
    1,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    1,
    1,
    3,
    5,
    2,
    5,
    7,
    4,
    3,
    1,
    2,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    1,
    1,
    3,
    5,
    2,
    5,
    6,
    5,
    1,
    1,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    1,
    1,
    7,
    5,
    2,
    5,
    5,
    4,
    3,
    1,
    1,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    5,
    6,
    1,
    1,
    7,
    5,
    2,
    2,
    4,
    1,
    1,
    3,
    5,
    9,
    3,
    5,
    6,
    1,
    1,
    7,
    5,
    2,
    2,
    4,
    1,
    2,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    3,
    1,
    3,
    5,
    2,
    5,
    6,
    2,
    1,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    7,
    3,
    4,
    5,
    5,
    5,
    1,
    1,
    3,
    3,
    7,
    1,
    1,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    3,
    1,
    3,
    3,
    5,
    4,
    5,
    5,
    4,
    7,
    5,
    2,
    1,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    3,
    1,
    5,
    1,
    1,
    3,
    3,
    5,
    1,
    1,
    7,
    7,
    4,
    4,
    3,
    3,
    2,
    1,
    5,
    1,
    2,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    2,
    1,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    5,
    3,
    3,
    1,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    5,
    1,
    4,
    1,
    6,
    2,
    4,
    2,
    4,
    2,
    7,
    1,
    6,
    1,
    1
   ],
   "prose": [
    [
     5,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     5,
     5,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     1,
     3,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     6,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     1,
     1,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     1,
     9,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     1,
     1,
     6,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  },
  "qwen3.8": {
   "code": [
    3,
    6,
    6,
    5,
    1,
    4,
    1,
    3,
    8,
    2,
    4,
    4,
    1,
    1,
    3,
    4,
    4,
    4,
    7,
    5,
    3,
    4,
    7,
    1,
    3,
    4,
    4,
    3,
    3,
    4,
    4,
    4,
    1,
    3,
    2,
    1,
    1,
    1,
    3,
    6,
    6,
    4,
    4,
    5,
    2,
    11,
    1,
    4,
    4,
    7,
    1,
    1,
    3,
    5,
    2,
    5,
    8,
    4,
    2,
    5,
    7,
    2,
    1,
    0,
    0,
    2,
    5,
    5,
    2,
    2,
    3,
    2,
    1,
    1,
    1,
    9,
    3,
    12,
    3,
    2,
    5,
    7,
    4,
    7,
    1,
    6,
    4,
    7,
    1,
    1,
    3,
    6,
    2,
    3,
    1,
    3,
    6,
    5,
    1,
    1,
    7,
    6,
    2,
    3,
    7,
    2,
    2,
    3,
    2,
    2,
    1,
    3,
    5,
    1,
    1,
    7,
    3,
    6,
    3,
    5,
    1,
    1,
    11,
    6,
    1,
    7,
    6,
    7,
    6,
    6,
    1,
    1,
    2,
    1,
    7,
    5,
    2,
    2,
    4,
    2,
    5,
    6,
    3,
    2,
    5,
    6,
    4,
    3,
    3,
    5,
    2,
    2,
    3,
    2,
    1,
    1,
    1,
    5,
    3,
    5,
    5,
    6,
    5,
    2,
    7,
    1,
    1,
    3,
    7,
    2,
    7,
    6,
    5,
    1,
    1,
    3,
    3,
    7,
    3,
    5,
    1,
    1,
    7,
    7,
    4,
    4,
    2,
    2,
    2,
    7,
    1,
    5,
    1,
    1,
    3,
    5,
    2,
    5,
    7,
    4,
    3,
    1,
    2,
    3,
    2,
    1,
    1,
    1,
    3,
    5,
    4,
    5,
    9,
    6,
    3,
    1,
    1,
    3,
    5,
    2,
    5,
    6,
    5,
    1,
    1,
    3,
    9,
    2,
    5,
    6,
    1,
    1,
    1,
    3,
    5,
    5,
    5,
    1,
    3,
    3,
    5,
    1,
    1,
    7,
    5,
    2,
    5,
    5,
    4,
    3,
    1,
    1,
    3,
    5,
    2,
    5,
    1,
    3,
    3,
    9,
    3,
    5,
    6,
    1,
    1,
    7,
    5,
    2,
    2,
    4,
    1,
    1,
    3,
    5,
    9,
    3,
    5,
    6,
    1,
    1,
    7,
    5,
    2,
    2,
    4,
    1,
    2,
    3,
    2,
    1,
    1,
    1,
    6,
    4,
    5,
    1,
    8,
    1,
    3,
    4,
    7,
    4,
    8,
    5,
    2,
    2,
    1,
    1,
    1,
    1,
    1,
    1,
    1,
    3,
    1,
    3,
    1,
    3,
    5,
    2,
    5,
    6,
    2,
    1,
    3,
    7,
    2,
    5,
    1,
    3,
    7,
    2,
    7,
    3,
    4,
    5,
    5,
    5,
    1,
    1,
    3,
    3,
    7,
    1,
    1,
    7,
    7,
    1,
    5,
    2,
    5,
    1,
    3,
    1,
    3,
    3,
    5,
    4,
    5,
    5,
    4,
    7,
    5,
    2,
    1,
    7,
    7,
    4,
    4,
    2,
    3,
    1,
    4,
    3,
    1,
    5,
    1,
    1,
    3,
    3,
    5,
    1,
    1,
    7,
    7,
    4,
    4,
    3,
    3,
    2,
    1,
    5,
    1,
    2,
    3,
    7,
    8,
    7,
    5,
    1,
    6,
    6,
    1,
    1,
    2,
    1,
    18,
    7,
    6,
    7,
    6,
    1,
    1,
    2,
    7,
    5,
    3,
    3,
    1,
    18,
    5,
    1,
    2,
    6,
    1,
    5,
    5,
    1,
    4,
    1,
    6,
    2,
    4,
    2,
    4,
    2,
    7,
    1,
    6,
    1,
    1
   ],
   "prose": [
    [
     5,
     2,
     6,
     6,
     5,
     2,
     5,
     3,
     4,
     3,
     3,
     6,
     4,
     6,
     3,
     5,
     1,
     5,
     3,
     8,
     4,
     1,
     4,
     1,
     5,
     1,
     3,
     1,
     2,
     5,
     1,
     5,
     5,
     5,
     3,
     4,
     2,
     8,
     10,
     1,
     4,
     3,
     3,
     4,
     2,
     11,
     7,
     1,
     3,
     3,
     8,
     2,
     4,
     5,
     8,
     5,
     8,
     5,
     3,
     6,
     1,
     4,
     4,
     6,
     5,
     6,
     8,
     1,
     4,
     4,
     5,
     9,
     6,
     4,
     7,
     5,
     1,
     5,
     5,
     9,
     3,
     3,
     6,
     8,
     1,
     5,
     9,
     3,
     3,
     4,
     4,
     8,
     1,
     4,
     12,
     7,
     5,
     1,
     4,
     5,
     7,
     4,
     3,
     3,
     4,
     5,
     5,
     1
    ],
    [
     4,
     6,
     5,
     5,
     6,
     3,
     1,
     2,
     6,
     3,
     4,
     5,
     2,
     9,
     6,
     9,
     6,
     4,
     7,
     1,
     2,
     5,
     3,
     2,
     6,
     3,
     4,
     2,
     2,
     1,
     6,
     1,
     6,
     3,
     4,
     6,
     1,
     2,
     1,
     3,
     5,
     1,
     6,
     3,
     4,
     1,
     2,
     7,
     3,
     11,
     4,
     5,
     4,
     6,
     7,
     3,
     7,
     10,
     1,
     2,
     6,
     2,
     8,
     4,
     4,
     9,
     3,
     8,
     5,
     5,
     3,
     3,
     2,
     6,
     1,
     1,
     1,
     1,
     1,
     4,
     6,
     3,
     5,
     4,
     4,
     6,
     3,
     5,
     5,
     1,
     3,
     4,
     12,
     4,
     9,
     4,
     1,
     4,
     5,
     3,
     4,
     4,
     1,
     4,
     5,
     5,
     6,
     6,
     8,
     4,
     5,
     4,
     6,
     2,
     11,
     1
    ],
    [
     5,
     5,
     3,
     4,
     5,
     5,
     5,
     5,
     5,
     3,
     6,
     7,
     1,
     8,
     6,
     1,
     1,
     4,
     1,
     3,
     5,
     1,
     5,
     5,
     1,
     9,
     9,
     1,
     9,
     3,
     7,
     1,
     3,
     9,
     7,
     3,
     5,
     1,
     4,
     6,
     6,
     8,
     1,
     4,
     8,
     2,
     4,
     3,
     6,
     4,
     7,
     5,
     8,
     4,
     6,
     5,
     6,
     3,
     1,
     1,
     6,
     3,
     7,
     6,
     1,
     4,
     7,
     8,
     5,
     3,
     5,
     1,
     4,
     3,
     7,
     3,
     7,
     4,
     7,
     9,
     6,
     3,
     7,
     3,
     4,
     6,
     1
    ],
    [
     4,
     6,
     1,
     5,
     5,
     1,
     4,
     7,
     1,
     3,
     4,
     8,
     1,
     9,
     4,
     5,
     5,
     1,
     8,
     4,
     6,
     6,
     7,
     5,
     8,
     1,
     4,
     1
    ],
    [
     4,
     3,
     4,
     6,
     5,
     6,
     8,
     5,
     1,
     3,
     4,
     5,
     3,
     6,
     7,
     6,
     5,
     3,
     4,
     5,
     5,
     2,
     3,
     6,
     6,
     5,
     7,
     7,
     1,
     8,
     5,
     5,
     5,
     5,
     10,
     2,
     4,
     5,
     4,
     5,
     6,
     8,
     3,
     4,
     7,
     7,
     3,
     1,
     4,
     3,
     8,
     6,
     3,
     1,
     4,
     5,
     2,
     3,
     3,
     1,
     3,
     5,
     9,
     3,
     11,
     3,
     6,
     3,
     4,
     6,
     8,
     3,
     3,
     3,
     1,
     6,
     4,
     6,
     5,
     7,
     1
    ]
   ]
  }
 },
 "prose": {
  "paragraphs": [
   "Paste a whole essay into a chatbot and it swallows the thing at once. Then it answers you… one… word… at… a time. That asymmetry is not a loading animation, and it is not a theatrical choice. It is physics — the same physics that decides what AI costs, why the first word takes longest, and why this workshop keeps its models warm. This page explains it in plain English, then measures it on our own machine. The measurement argued back, and that turned out to be the best part.",
   "Four words this page leans on. A token is the unit a language model actually reads and writes: a word or a piece of one — \"fishing\" might be one token, \"villagers\" might be two. A prompt is everything you hand the model before it starts answering. A model's weights are the billions of numbers that make it up — about 17.7 gigabytes on disk for the model on this page, at the compression our products run. The card is the GPU, the chip that holds those weights and does the model's arithmetic.",
   "Every chatbot you have ever used does both of these things, seconds apart:\nReads in bulk. Your five-paragraph question, hundreds of tokens, is absorbed almost at once. Ten pages costs seconds, not minutes — and is still far faster than writing ten pages back would be.\nWrites at typing speed. The answer arrives word by word, and no amount of paying for better hardware makes it arrive as one block.",
   "Same model, same card, two speeds. On our machine, measured for this page, reading ran forty times faster than writing. Why?",
   "Here is the trick that makes reading fast. In the kind of model behind every chatbot you have used (the trade calls them causal models, because they only ever look backwards), the math for each token depends on the tokens before it, and on nothing after it. The word \"robber\" in your question is understood in light of the words leading up to it, never the words that follow."
  ],
  "sha256": "5bb52c72ba6e9ddef2ac3f66e0866a13c18833285eff68bd66a1e7d235347ad9",
  "source": {
   "published": "2026-08-19",
   "rule": "the standfirst, then the body's paragraphs in reading order; a list joined to the paragraph that introduces it; headings and images skipped; emphasis marks and link targets dropped",
   "slug": "reading-is-fast",
   "title": "Reading is fast, writing is slow — why AI answers arrive word by word",
   "twin_sha256": "607ed2cd1e772b200866e4e5a7e199b3e98db7447a934406e2abbaf08e3d2f8d",
   "url": "https://research.strata2signal.com/reading-is-fast/"
  },
  "words": [
   90,
   93,
   70,
   21,
   69
  ]
 },
 "spread": {
  "code": {
   "max": 484,
   "max_family": "gemma4",
   "min": 402,
   "min_family": "phi4",
   "pct": "20.4"
  },
  "prose": {
   "max": 420,
   "max_family": "qwen3.8",
   "min": 415,
   "min_family": "gemma4",
   "pct": "1.2"
  }
 },
 "tokenizers": {
  "gemma4": {
   "file": "tokenizer.json",
   "name": "Gemma 4",
   "repo": "google/gemma-4-12B-it",
   "revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7",
   "sha256": "cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f"
  },
  "minicpm-v4.5": {
   "file": "tokenizer.json",
   "name": "MiniCPM-V 4.5",
   "repo": "openbmb/MiniCPM-V-4_5",
   "revision": "daef484c35ec93210ec93c5e901f8f3e9b78ee34",
   "sha256": "c5a94a2c3913b8aa2175fffb5fd6cf4301958f323d06475bfd91037c13bdd74b"
  },
  "mistral-nemo": {
   "file": "tokenizer.json",
   "name": "Mistral NeMo",
   "repo": "mistralai/Mistral-Nemo-Instruct-2407",
   "revision": "04d8a90549d23fc6bd7f642064003592df51e9b3",
   "sha256": "e11c71726323d33da7b8d6f6f269f1988931c0a52b7122bcdd8c05042974e0db"
  },
  "mistral-small": {
   "file": "tokenizer.json",
   "name": "Mistral Small 3.2",
   "repo": "unsloth/Mistral-Small-3.2-24B-Instruct-2506",
   "revision": "3ed8d341b53ea3d0e4194689905477688a6cf733",
   "sha256": "23ad081f384b2bdb3c97f6e5461dfce52c1174c7328854a55006988f0fef9da7",
   "vocabulary_checked_against": {
    "file": "tekken.json",
    "ranks_equal": 130072,
    "repo": "mistralai/Mistral-Small-3.2-24B-Instruct-2506",
    "revision": "95a6d26c4bfb886c58daf9d3f7332c857cb27b43",
    "sha256": "6e2501687ccd0e1f30f36319eaf2b46958b897811e246cd8eb5d385b9e3de7d1",
    "split": "tekken.json's own pre-split pattern"
   }
  },
  "nemotron-3.5": {
   "file": "tokenizer.json",
   "name": "Nemotron 3.5 Lightning",
   "repo": "nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16",
   "revision": "a9904d24bcc1d289a1950fa9d2b978c47cf903b9",
   "sha256": "623c34567aebb18582765289fbe23d901c62704d6518d71866e0e58db892b5b7"
  },
  "phi4": {
   "file": "tokenizer.json",
   "name": "Phi-4",
   "repo": "microsoft/phi-4",
   "revision": "2db69c1c3e91a05d2c64a3185acfbaf36f744e25",
   "sha256": "9f38d05d9d25756bb2f181ab5a0cebcd59e638df10336fc7ed1010f7296d0298"
  },
  "qwen3.5": {
   "file": "tokenizer.json",
   "name": "Qwen3.5",
   "repo": "Qwen/Qwen3.5-9B",
   "revision": "c202236235762e1c871ad0ccb60c8ee5ba337b9a",
   "sha256": "5f9e4d4901a92b997e463c1f46055088b6cca5ca61a6522d1b9f64c4bb81cb42"
  },
  "qwen3.8": {
   "file": "tokenizer.json",
   "name": "Qwen3.8-Flash-Next",
   "repo": "Qwen/Qwen3.8-Flash-Next",
   "revision": "de4b8e4d43b917e7706784d8bb445c9af86a3540",
   "sha256": "0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3"
  }
 }
}