{ "n_test": 96, "split": "campaign-held-out", "never_outputs_safe": true, "evidence_link_rate": 1.0, "hard_negative_suspicious_rate": 0.0, "decision_counts": { "suspicious": 48, "needs_review": 16, "insufficient_evidence": 32 }, "methods": { "rule-structural": { "pr_auc": 1.0, "brier": 0.10375000000000001, "recall_at_fpr_0_05": 1.0, "recall_at_fpr_0_10": 1.0, "mean_score": 0.34166666666666673, "pr_curve_points": 6 }, "tfidf-lr": { "pr_auc": 1.0, "brier": 0.14890835989583331, "recall_at_fpr_0_05": 1.0, "recall_at_fpr_0_10": 1.0, "mean_score": 0.629509375, "pr_curve_points": 43 }, "lightgbm-structural": { "pr_auc": 1.0, "brier": 0.16022288833333334, "recall_at_fpr_0_05": 1.0, "recall_at_fpr_0_10": 1.0, "mean_score": 0.7102166666666667, "pr_curve_points": 6 } }, "by_language": { "en": { "n": 64, "pr_auc_lightgbm": 1.0, "recall_at_fpr_0_10": 1.0 }, "fa": { "n": 32, "pr_auc_lightgbm": 1.0, "recall_at_fpr_0_10": 1.0 } }, "limitations": [ "Synthetic fixtures only. Lab PR-AUC is not operational phishing accuracy.", "Copied Authentication-Results headers are not treated as proof.", "URLs are parsed and defanged; they are never fetched.", "A similar logo or a new domain is not enough for a malice verdict." ] }