{
 "model": "rishanthrajendhran/IdeaLens-NoParaphrase",
 "input": "outline",
 "flag_rule": "flag the document as AI when P(human) < cut",
 "calibration": {
  "data": "WildOutlines, calibration split (human documents only)",
  "scores_from": "the merged weights released in the IdeaLens-NoParaphrase repo, scored locally in bf16",
  "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
  },
  "n_per_topic": {
   "Art & Design": 3338,
   "Crime & Law": 3931,
   "Education & Jobs": 3974,
   "Entertainment": 4692,
   "Fashion & Beauty": 2999,
   "Finance & Business": 4855,
   "Food & Dining": 2696,
   "Games": 4257,
   "Hardware": 2253,
   "Health": 5069,
   "History": 2554,
   "Home & Hobbies": 4192,
   "Industrial": 2299,
   "Literature": 3571,
   "Politics": 3728,
   "Religion": 3617,
   "Science & Tech.": 4154,
   "Social Life": 3126,
   "Software": 2257,
   "Software Dev.": 2468,
   "Sports & Fitness": 4224,
   "Transportation": 2810,
   "Travel": 2936
  }
 },
 "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": 0.005384853958339764,
  "0.005": 0.03358698994313534,
  "0.01": 0.09947020787557571,
  "0.02": 0.5039061705290805,
  "0.05": 0.9473810516663606
 },
 "per_format": {
  "0.005": {
   "Academic Writing": 0.17216314716685993,
   "Creative Writing": 0.3662160531627341,
   "Knowledge Article": 0.02454634706938552,
   "News Article": 0.028123206732030795,
   "Nonfiction Writing": 0.016817357478891553,
   "Personal About Page": 0.05767136910755699,
   "Personal Blog": 0.10742873177223775,
   "User Reviews": 0.15260353567912108
  },
  "0.01": {
   "Academic Writing": 0.6119850970645432,
   "Creative Writing": 0.6022245427590303,
   "Knowledge Article": 0.05112801696535962,
   "News Article": 0.07551940581028012,
   "Nonfiction Writing": 0.04034312052429626,
   "Personal About Page": 0.2325741109691407,
   "Personal Blog": 0.47574548977669645,
   "User Reviews": 0.3578672876227978
  },
  "0.02": {
   "Academic Writing": 0.8589840892409853,
   "Creative Writing": 0.8079607867126872,
   "Knowledge Article": 0.16982042496739946,
   "News Article": 0.3361014661410378,
   "Nonfiction Writing": 0.14607681811844042,
   "Personal About Page": 0.6548414388541375,
   "Personal Blog": 0.7900118073388407,
   "User Reviews": 0.7621506676545696
  },
  "0.05": {
   "Academic Writing": 0.9843446823102748,
   "Creative Writing": 0.9699377397101625,
   "Knowledge Article": 0.7910862604485897,
   "News Article": 0.8612633908883776,
   "Nonfiction Writing": 0.743589796841061,
   "Personal About Page": 0.9437852253526873,
   "Personal Blog": 0.9716472633629923,
   "User Reviews": 0.9735735300997738
  }
 },
 "per_topic": {
  "0.005": {
   "Health": 0.02665696794661508
  },
  "0.01": {
   "Art & Design": 0.19179490825513668,
   "Crime & Law": 0.1545145294205277,
   "Education & Jobs": 0.10005740179860542,
   "Entertainment": 0.10123568468788725,
   "Fashion & Beauty": 0.27768413068085457,
   "Finance & Business": 0.050734614106130005,
   "Food & Dining": 0.13380622041490592,
   "Games": 0.08438404653501116,
   "Health": 0.06339366239605145,
   "History": 0.48362816444056334,
   "Home & Hobbies": 0.15587984819752723,
   "Literature": 0.3373619592568417,
   "Politics": 0.14492108917514784,
   "Religion": 0.08966523650277478,
   "Science & Tech.": 0.07745924258865121,
   "Social Life": 0.13181006668386752,
   "Sports & Fitness": 0.1920630245014839,
   "Transportation": 0.12046734651780304,
   "Travel": 0.11693166984556584
  },
  "0.02": {
   "Art & Design": 0.6284591030746229,
   "Crime & Law": 0.6611839703198765,
   "Education & Jobs": 0.45501643442833967,
   "Entertainment": 0.4548890511046284,
   "Fashion & Beauty": 0.6978008965369162,
   "Finance & Business": 0.21864830862043488,
   "Food & Dining": 0.6699928992936147,
   "Games": 0.38033045393989123,
   "Hardware": 0.6323141822811568,
   "Health": 0.2776615271356264,
   "History": 0.734295973796192,
   "Home & Hobbies": 0.6196655919922738,
   "Industrial": 0.3703898218041191,
   "Literature": 0.7246250279042247,
   "Politics": 0.6361724103395298,
   "Religion": 0.5985515346284275,
   "Science & Tech.": 0.38602130217151465,
   "Social Life": 0.5687486373093052,
   "Software": 0.40516721829317437,
   "Software Dev.": 0.45919684576920805,
   "Sports & Fitness": 0.6547269797506594,
   "Transportation": 0.6111439857345478,
   "Travel": 0.6217189547991822
  },
  "0.05": {
   "Art & Design": 0.9549211242006862,
   "Crime & Law": 0.9683806173907001,
   "Education & Jobs": 0.9259304789693195,
   "Entertainment": 0.9394194723380223,
   "Fashion & Beauty": 0.9615725468619022,
   "Finance & Business": 0.7231349175669055,
   "Food & Dining": 0.9672438690621314,
   "Games": 0.9211352733763646,
   "Hardware": 0.9562895651759757,
   "Health": 0.8940531615491903,
   "History": 0.9718710969119697,
   "Home & Hobbies": 0.9552403326066375,
   "Industrial": 0.9413230867039313,
   "Literature": 0.9672114632363698,
   "Politics": 0.963575067014845,
   "Religion": 0.9661166095070377,
   "Science & Tech.": 0.9546518678503014,
   "Social Life": 0.933623815852447,
   "Software": 0.9180651875574712,
   "Software Dev.": 0.9347538496353965,
   "Sports & Fitness": 0.9513339148722936,
   "Transportation": 0.9554580679177035,
   "Travel": 0.9530263127959078
  }
 }
}