{ "model": "rishanthrajendhran/IdeaLens-Qwen3.5-9B", "input": "outline", "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": 0.003707252675667405, "0.005": 0.01640303246676922, "0.01": 0.05184546858072281, "0.02": 0.2267836481332779, "0.05": 0.7988152503967285 }, "per_format": { "0.005": { "Academic Writing": 0.04727219890058042, "Creative Writing": 0.05972421388328075, "Knowledge Article": 0.014190074428915978, "News Article": 0.012068823006004096, "Nonfiction Writing": 0.010581116750836372, "Personal About Page": 0.03719500859081746, "Personal Blog": 0.02435279144346715, "User Reviews": 0.021802632786333563 }, "0.01": { "Academic Writing": 0.23735628205537798, "Creative Writing": 0.2676600256562234, "Knowledge Article": 0.030818174287676813, "News Article": 0.03978466540575028, "Nonfiction Writing": 0.023090352326631546, "Personal About Page": 0.10573142915964126, "Personal Blog": 0.11597977429628377, "User Reviews": 0.12762535995244983 }, "0.02": { "Academic Writing": 0.612546198964119, "Creative Writing": 0.5307195731401444, "Knowledge Article": 0.0978253766298294, "News Article": 0.15687383711338043, "Nonfiction Writing": 0.08272563797235491, "Personal About Page": 0.33573210537433623, "Personal Blog": 0.4521883040666581, "User Reviews": 0.42347626316547393 }, "0.05": { "Academic Writing": 0.9170403957366944, "Creative Writing": 0.8519057559967042, "Knowledge Article": 0.5394924020767213, "News Article": 0.7145081496238709, "Nonfiction Writing": 0.49812899351119994, "Personal About Page": 0.8100331258773804, "Personal Blog": 0.8474562239646912, "User Reviews": 0.8452128887176513 } } }