{
 "model": "rishanthrajendhran/ProseLens",
 "input": "document",
 "flag_rule": "flag the document as AI when P(human) < cut",
 "calibration": {
  "data": "WildOutlines, calibration split (human documents only)",
  "scores_from": "the training checkpoint, scored on Tinker",
  "n_humans": 80000,
  "n_per_format": {
   "Academic Writing": 10000,
   "Creative Writing": 10000,
   "Knowledge Article": 10000,
   "News Article": 10000,
   "Nonfiction Writing": 10000,
   "Personal About Page": 10000,
   "Personal Blog": 10000,
   "User Reviews": 10000
  }
 },
 "method": {
  "global": "the target-FPR quantile of P(human) over all calibration humans",
  "per_group": "the group's own quantile, shrunk toward the global cut with weight n / (n + 2500)",
  "min_group_humans": 200,
  "estimability": "a cut at FPR q is given only when q * n >= 25 calibration humans",
  "missing_cut": "no cut for a group means none could be estimated; do not substitute the global cut"
 },
 "fpr_targets": [
  0.001,
  0.005,
  0.01,
  0.02,
  0.05
 ],
 "global": {
  "0.001": 0.07081838771272196,
  "0.005": 0.30468918373143306,
  "0.01": 0.6053894506737609,
  "0.02": 0.925022270529183,
  "0.05": 0.998888189099037
 },
 "per_format": {
  "0.005": {
   "Academic Writing": 0.7778763017339165,
   "Creative Writing": 0.8492284331725566,
   "Knowledge Article": 0.24235805929603155,
   "News Article": 0.2955419059997487,
   "Nonfiction Writing": 0.14387439727844545,
   "Personal About Page": 0.4169940435489798,
   "Personal Blog": 0.6827533426351194,
   "User Reviews": 0.6213508153913166
  },
  "0.01": {
   "Academic Writing": 0.8996738533714292,
   "Creative Writing": 0.9174860344190486,
   "Knowledge Article": 0.3804974222436696,
   "News Article": 0.555354294854766,
   "Nonfiction Writing": 0.27050169337460295,
   "Personal About Page": 0.7871415559941629,
   "Personal Blog": 0.8799318831045015,
   "User Reviews": 0.8516071157574004
  },
  "0.02": {
   "Academic Writing": 0.9827934935442895,
   "Creative Writing": 0.9841078402345083,
   "Knowledge Article": 0.6404405355320586,
   "News Article": 0.9037969402135294,
   "Nonfiction Writing": 0.494985268248519,
   "Personal About Page": 0.9772992347199888,
   "Personal Blog": 0.9816307917983351,
   "User Reviews": 0.9803463940922453
  },
  "0.05": {
   "Academic Writing": 0.9996898375219624,
   "Creative Writing": 0.9995782080959261,
   "Knowledge Article": 0.952949484412262,
   "News Article": 0.997881027494693,
   "Nonfiction Writing": 0.9393488591865028,
   "Personal About Page": 0.9996622303035176,
   "Personal Blog": 0.999661233340514,
   "User Reviews": 0.9996383495931975
  }
 }
}