{ "model": "rishanthrajendhran/ProseLens-ModernBERT-L", "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 run's stored predictions on the calibration split", "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": 0.005766863141208887, "0.005": 0.043511959370225665, "0.01": 0.18790396720170977, "0.02": 0.8414405298233032, "0.05": 0.9982767522335052 }, "per_format": { "0.005": { "Academic Writing": 0.48511697150394323, "Creative Writing": 0.7774797902218998, "Knowledge Article": 0.0264915764220059, "News Article": 0.042131727289408456, "Nonfiction Writing": 0.016996091064065695, "Personal About Page": 0.08180167488381268, "Personal Blog": 0.42620853902027017, "User Reviews": 0.24418430317565804 }, "0.01": { "Academic Writing": 0.8101551976799966, "Creative Writing": 0.83455596023798, "Knowledge Article": 0.07479736334085464, "News Article": 0.16216902357339863, "Nonfiction Writing": 0.0544652368426323, "Personal About Page": 0.36414291030168533, "Personal Blog": 0.7883320108056069, "User Reviews": 0.7249871950745583 }, "0.02": { "Academic Writing": 0.9664362020492554, "Creative Writing": 0.9677177896499634, "Knowledge Article": 0.28712427091598514, "News Article": 0.6937795658111573, "Nonfiction Writing": 0.22745220160484314, "Personal About Page": 0.9371422376632691, "Personal Blog": 0.9637664785385132, "User Reviews": 0.9604384603500367 }, "0.05": { "Academic Writing": 0.9994967925548554, "Creative Writing": 0.999563969373703, "Knowledge Article": 0.9463144671916961, "News Article": 0.9944453680515289, "Nonfiction Writing": 0.8933786427974701, "Personal About Page": 0.9992063510417939, "Personal Blog": 0.9993082511425019, "User Reviews": 0.999339975118637 } } }