ProseLens / thresholds.json
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Rename the corpus IdeaLens-1M -> WildOutlines
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{
"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
}
}
}