{ "seed": 1215, "math_check": { "intersection_equivalence": true, "js_zero_equal": 0.0, "js_positive_unequal": 0.27539611524877045, "js_symmetric_error": 0.0, "js_upper_bound_log2": 0.41775106531117484 }, "safety_structure": { "feasible_intersection": [ 0 ], "empty_intersection": [], "empty_intersection_rate": 1.0 }, "baseline_task_only": { "kappa": 0.6870363354682922, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.0007453762227669358, "q": [ [ 0.9993000030517578, 0.000699999975040555 ], [ 0.000699999975040555, 0.9993000030517578 ], [ 0.9993000030517578, 0.000699999975040555 ], [ 0.000699999975040555, 0.9993000030517578 ] ] }, "consistency_sweep": { "0.0": { "kappa": 0.6870363354682922, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.0007453762227669358, "q": [ [ 0.9993000030517578, 0.000699999975040555 ], [ 0.000699999975040555, 0.9993000030517578 ], [ 0.9993000030517578, 0.000699999975040555 ], [ 0.000699999975040555, 0.9993000030517578 ] ] }, "0.02": { "kappa": 0.6863622069358826, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.0008398343343287706, "q": [ [ 0.9991999864578247, 0.0007999999797903001 ], [ 0.0007999999797903001, 0.9991999864578247 ], [ 0.9991999864578247, 0.0007999999797903001 ], [ 0.0007999999797903001, 0.9991999864578247 ] ] }, "0.05": { "kappa": 0.6850269436836243, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.0010314626852050424, "q": [ [ 0.9990000128746033, 0.0010000000474974513 ], [ 0.0010000000474974513, 0.9990000128746033 ], [ 0.9990000128746033, 0.0010000000474974513 ], [ 0.0010000000474974513, 0.9990000128746033 ] ] }, "0.1": { "kappa": 0.6812583208084106, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.0015997005393728614, "q": [ [ 0.9983999729156494, 0.0015999999595806003 ], [ 0.0015999999595806003, 0.9983999729156494 ], [ 0.9983999729156494, 0.0015999999595806003 ], [ 0.0015999999595806003, 0.9983999729156494 ] ] }, "0.25": { "kappa": 0.6077403426170349, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.016967138275504112, "q": [ [ 0.9832000136375427, 0.01679999940097332 ], [ 0.01679999940097332, 0.9832000136375427 ], [ 0.9832000136375427, 0.01679999940097332 ], [ 0.01679999940097332, 0.9832000136375427 ] ] }, "0.5": { "kappa": 0.37210187315940857, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.10333021730184555, "q": [ [ 0.9017999768257141, 0.0982000008225441 ], [ 0.0982000008225441, 0.9017999768257141 ], [ 0.9017999768257141, 0.0982000008225441 ], [ 0.0982000008225441, 0.9017999768257141 ] ] }, "1.0": { "kappa": 0.16902287304401398, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.24565979838371277, "q": [ [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "2.0": { "kappa": 0.06384560465812683, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.390466570854187, "q": [ [ 0.6766999959945679, 0.32330000400543213 ], [ 0.32330000400543213, 0.6766999959945679 ], [ 0.6766999959945679, 0.32330000400543213 ], [ 0.32330000400543213, 0.6766999959945679 ] ] }, "5.0": { "kappa": 0.014414504170417786, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.5366716980934143, "q": [ [ 0.5846999883651733, 0.41530001163482666 ], [ 0.41530001163482666, 0.5846999883651733 ], [ 0.5846999883651733, 0.41530001163482666 ], [ 0.41530001163482666, 0.5846999883651733 ] ] } }, "safety_sweep": { "0.0": { "kappa": 0.16902287304401398, "feasible_violation": 0.5, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.24565979838371277, "q": [ [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "0.02": { "kappa": 0.16899904608726501, "feasible_violation": 0.48859095573425293, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.24579764902591705, "q": [ [ 0.7935000061988831, 0.20649999380111694 ], [ 0.22939999401569366, 0.7706000208854675 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "0.05": { "kappa": 0.16887471079826355, "feasible_violation": 0.47155892848968506, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.24651779234409332, "q": [ [ 0.8098000288009644, 0.19020000100135803 ], [ 0.24709999561309814, 0.7529000043869019 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "0.1": { "kappa": 0.16843822598457336, "feasible_violation": 0.44368624687194824, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.24904121458530426, "q": [ [ 0.8353000283241272, 0.1647000014781952 ], [ 0.2773999869823456, 0.722599983215332 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "0.25": { "kappa": 0.16566991806030273, "feasible_violation": 0.36782193183898926, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.26491066813468933, "q": [ [ 0.8963000178337097, 0.10369999706745148 ], [ 0.36800000071525574, 0.6320000290870667 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "0.5": { "kappa": 0.1583424210548401, "feasible_violation": 0.2753860354423523, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.3060367703437805, "q": [ [ 0.9532999992370605, 0.04670000076293945 ], [ 0.4959000051021576, 0.5041000247001648 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "1.0": { "kappa": 0.14298632740974426, "feasible_violation": 0.17822718620300293, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.3909050226211548, "q": [ [ 0.9894000291824341, 0.010599999688565731 ], [ 0.6541000008583069, 0.3458999991416931 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "2.0": { "kappa": 0.12127116322517395, "feasible_violation": 0.10490959882736206, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.5157949328422546, "q": [ [ 0.998199999332428, 0.0017999999690800905 ], [ 0.7919999957084656, 0.20800000429153442 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] }, "5.0": { "kappa": 0.11885703355073929, "feasible_violation": 0.10082364082336426, "empty_robust_margin": 0.0, "empty_intersection_certificate": true, "task_ce": 0.5267858505249023, "q": [ [ 0.9976000189781189, 0.002400000113993883 ], [ 0.8008000254631042, 0.19920000433921814 ], [ 0.7821999788284302, 0.21780000627040863 ], [ 0.21780000627040863, 0.7821999788284302 ] ] } }, "prediction_checks": { "P1_js_zero_is_exact": true, "P2_kappa_reduced_high_consistency": true, "P2_monotone_kappa_fraction": 1.0, "P3_feasible_violation_reduced_high_safety": true, "P3_empty_intersection_always_certificate": true }, "prediction_summary": { "P1": "JS is exactly zero for equal distributions and positive for unequal ones.", "P2": "Increasing the JS coefficient reduces observational disagreement kappa.", "P3": "Increasing robust-safety weight reduces feasible-group unsafe probability; empty intersections stay explicitly infeasible." } }