Datasets:
Download data/evaluation.json from AriaAICompany/phish-messages: direct link, hf CLI and curl.
- Browser
- Download file 1.51 kB
-
https://huggingface.co/datasets/AriaAICompany/phish-messages/resolve/main/data/evaluation.json
- Command line
-
hf download hf://datasets/AriaAICompany/phish-messages/data/evaluation.json
-
curl -L -o evaluation.json https://huggingface.co/datasets/AriaAICompany/phish-messages/resolve/main/data/evaluation.json
1.51 kB
| { | |
| "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." | |
| ] | |
| } |