{ "schema": "secebl_rev20_l2_public_summary_v1", "l1_release": "SecEBL-Rev20 public L1 release", "l2_release": "SecEBL-Rev20 public L2 artifact", "model_type": "logistic_regression_session_scorer", "scoring_scope": "experimental fitted L2 session scorer over cached L1 semantic features", "runtime_feature_exclusions": [ "raw_command_text", "user_name", "host_name", "session_id" ], "training_mixture": { "sessions": 5747, "positive_sessions": 426, "negative_sessions": 5321, "synthetic_pressure_positive_sessions": 60, "reviewed_real_pressure_positive_sessions": 1, "random_real_pressure_background_negative_sessions": 5000, "reviewed_hard_negative_pressure_sessions": 23 }, "validation_oof": { "folds": 5, "accuracy": 0.9939098660170523, "attack_precision": 0.9643705463182898, "attack_recall": 0.9530516431924883, "normal_recall": 0.9971809810186055, "tp": 406, "fn": 20, "fp": 15, "tn": 5306 }, "withheld_session_benchmark_fit_check": { "sessions": 663, "rows_seen": 12594, "attack_sessions": 365, "normal_sessions": 298, "accuracy": 1.0, "attack_precision": 1.0, "attack_recall": 1.0, "normal_recall": 1.0, "tp": 365, "fn": 0, "fp": 0, "tn": 298 }, "pressure_stream_fit_check": { "rows_seen": 6286568, "sessions": 102117, "alert_sessions": 61, "reviewed_real_alert_sessions": 1, "synthetic_alert_sessions": 60, "raw_rows_redistributed": false, "real_session_identifiers_redistributed": false }, "thresholds": { "score_threshold": 0.5, "model_probability_threshold": 0.9, "score_transform": "threshold_margin", "score_transform_scale": 2.0 }, "caveat": "This is an experimental fitted L2 artifact for reproducible SecEBL-Rev20 session experiments, not an independent claim of general production IDS accuracy." }