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40.2 kB
| { | |
| "timestamp": "2026-10-09 08:54", | |
| "run_name": "ft-12L", | |
| "split": "test3", | |
| "split_file": "/home/nathank/BITS/dev/Phishing Model/data/processed/test_holdout3.parquet", | |
| "split_title": "three-way holdout", | |
| "limit_rows": null, | |
| "dev_run": false, | |
| "checkpoint": "/home/nathank/BITS/dev/Phishing Model/checkpoints/finetune/ft-12L/best", | |
| "splits_in_invocation": [ | |
| "test", | |
| "test3" | |
| ], | |
| "model_config": { | |
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| "n_layers": 12, | |
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| "layer_norm_eps": 1e-05, | |
| "pad_token_id": 0, | |
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| }, | |
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| "params": 186290179, | |
| "checkpoint_config": { | |
| "tokenizer": "tokenizer.json", | |
| "finetune": { | |
| "run_name": "ft-12L", | |
| "init": "pretrained:checkpoints/pretrain/large-24L/final", | |
| "n_layers": 12, | |
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| "loss": "cross_entropy", | |
| "focal_gamma": 2.0, | |
| "lr": 3e-05, | |
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| "eps": 1e-06, | |
| "grad_clip": 1.0, | |
| "patience": 2, | |
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| "synthetic": "off", | |
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| "selection_metric": "val_f1_unwanted", | |
| "selection_value": 0.9925057415689592, | |
| "val_metrics": { | |
| "accuracy": 0.9918869405914682, | |
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| "recall_legitimate": 0.9924307340759783, | |
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| "recall_phishing": 0.9823529411764705, | |
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| "positive_class": "Unwanted (phishing or spam)" | |
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| "decision_applies_to": "P(unwanted) = sum of non-legitimate probabilities", | |
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| "val_f1_at_optimal": 0.9928829915560917 | |
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| "init": "pretrained:/home/nathank/BITS/dev/Phishing Model/checkpoints/pretrain/large-24L/final", | |
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| }, | |
| "tokenizer": "/home/nathank/BITS/dev/Phishing Model/data/processed/tokenizer.json", | |
| "max_len": 512, | |
| "label_names": { | |
| "0": "Legitimate", | |
| "1": "Phishing", | |
| "2": "Spam" | |
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| "unwanted_name": "Unwanted (phishing or spam)", | |
| "classes": [ | |
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| 2 | |
| ], | |
| "rule": "P(unwanted) = sum of P(class) for class >= 1; flag when >= threshold" | |
| }, | |
| "split_sizes": { | |
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| "by_source": { | |
| "Assassin": { | |
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| }, | |
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| } | |
| }, | |
| "TREC-07": { | |
| "rows": 1099, | |
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| } | |
| } | |
| }, | |
| "mean_tokens_full": 835.2, | |
| "pct_truncated": 34.01 | |
| }, | |
| "threshold": 0.5, | |
| "at_threshold": { | |
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| "accuracy": 0.9866459627329193, | |
| "precision": 0.985973597359736, | |
| "recall": 0.9787059787059788, | |
| "f1": 0.9823263460748048, | |
| "specificity": 0.991495747873937, | |
| "false_positive_rate": 0.008504252126063032, | |
| "false_negative_rate": 0.021294021294021293, | |
| "confusion_matrix": { | |
| "tn": 1982, | |
| "fp": 17, | |
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| "tp": 1195 | |
| }, | |
| "n": 3220, | |
| "n_positive": 1221, | |
| "n_negative": 1999 | |
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| "threshold_free": { | |
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| "pr_auc": 0.9983252258043704, | |
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| "threshold": 0.4533155560493469, | |
| "threshold_rule": "flag when p >= threshold" | |
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| "recall": 0.7747747747747747, | |
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| }, | |
| "threeway": { | |
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| "0": "Legitimate", | |
| "1": "Phishing", | |
| "2": "Spam" | |
| }, | |
| "unwanted_name": "Unwanted (phishing or spam)", | |
| "decision_rule": "rollup_then_argmax", | |
| "decision_rule_doc": "unwanted iff P(phishing)+P(spam) >= threshold, then kind = argmax(P(phishing), P(spam)); the 3x3 matrix therefore collapses exactly onto the binary confusion matrix. argmax-of-3 reported alongside.", | |
| "threshold": 0.5, | |
| "label3_counts": { | |
| "legit": 1999, | |
| "phish": 521, | |
| "spam": 700, | |
| "unwanted": 0 | |
| }, | |
| "predicted_kind_breakdown": { | |
| "note": "How the model's flagged rows split into predicted phishing vs spam (kind = argmax(P(phishing), P(spam))). Informational: for rows labelled -1/unwanted (all TREC-06 positives) there is NO phishing-vs-spam ground truth.", | |
| "true_positives_flagged": { | |
| "n": 1195, | |
| "predicted_phishing": 508, | |
| "predicted_spam": 687 | |
| }, | |
| "false_positives_flagged": { | |
| "n": 17, | |
| "predicted_phishing": 5, | |
| "predicted_spam": 12 | |
| }, | |
| "missed_positives": { | |
| "n": 26, | |
| "predicted_phishing": 4, | |
| "predicted_spam": 22 | |
| }, | |
| "all_flagged": { | |
| "n": 1212, | |
| "predicted_phishing": 513, | |
| "predicted_spam": 699 | |
| }, | |
| "unsplit_unwanted_rows_flagged": { | |
| "n": 0, | |
| "predicted_phishing": 0, | |
| "predicted_spam": 0 | |
| } | |
| }, | |
| "rows_with_full_label": 3220, | |
| "rows_unwanted_only": 0, | |
| "evaluated": true, | |
| "reason": null, | |
| "confusion_matrix": { | |
| "labels": [ | |
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| "matrix": [ | |
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| "cells": { | |
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| } | |
| }, | |
| "accuracy": 0.9841614906832298, | |
| "macro_f1": 0.9806831216094775, | |
| "macro_f1_present_classes": 0.9806831216094775, | |
| "classes_present": [ | |
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| "Phishing", | |
| "Spam" | |
| ], | |
| "per_class": { | |
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| "precision": 0.9870517928286853, | |
| "recall": 0.991495747873937, | |
| "f1": 0.9892687796356376, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
| "precision": 0.9883040935672515, | |
| "recall": 0.9731285988483686, | |
| "f1": 0.9806576402321083, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
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| "recall": 0.9714285714285714, | |
| "f1": 0.9721229449606862, | |
| "support": 700 | |
| } | |
| }, | |
| "argmax_rule": { | |
| "doc": "plain argmax over the three probabilities (secondary; can disagree with the binary verdict near the threshold)", | |
| "accuracy": 0.9841614906832298, | |
| "macro_f1": 0.9806831216094775, | |
| "per_class": { | |
| "Legitimate": { | |
| "precision": 0.9870517928286853, | |
| "recall": 0.991495747873937, | |
| "f1": 0.9892687796356376, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
| "precision": 0.9883040935672515, | |
| "recall": 0.9731285988483686, | |
| "f1": 0.9806576402321083, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
| "precision": 0.9728183118741058, | |
| "recall": 0.9714285714285714, | |
| "f1": 0.9721229449606862, | |
| "support": 700 | |
| } | |
| }, | |
| "rows_where_rules_differ": 0 | |
| }, | |
| "phish_vs_spam_on_true_unwanted": { | |
| "n_true_unwanted": 1221, | |
| "kind_only": { | |
| "doc": "given the row is unwanted, is argmax(P(phishing), P(spam)) right? (independent of the roll-up threshold)", | |
| "labels": [ | |
| "Phishing", | |
| "Spam" | |
| ], | |
| "matrix": [ | |
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| [ | |
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| ], | |
| "cells": { | |
| "true_phishing": { | |
| "pred_phishing": 511, | |
| "pred_spam": 10 | |
| }, | |
| "true_spam": { | |
| "pred_phishing": 1, | |
| "pred_spam": 699 | |
| } | |
| }, | |
| "accuracy": 0.990990990990991, | |
| "phishing_as_spam": 10, | |
| "spam_as_phishing": 1 | |
| }, | |
| "rollup_rule": { | |
| "doc": "rows = true Phishing / Spam; columns = predicted Legitimate (missed) / Phishing / Spam under the roll-up rule", | |
| "rows": [ | |
| "Phishing", | |
| "Spam" | |
| ], | |
| "columns": [ | |
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| "Phishing", | |
| "Spam" | |
| ], | |
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| ], | |
| "missed_as_legitimate": { | |
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| "spam": 19 | |
| } | |
| } | |
| }, | |
| "per_source": { | |
| "Assassin": { | |
| "n": 236, | |
| "counts": { | |
| "Legitimate": 164, | |
| "Phishing": 0, | |
| "Spam": 72 | |
| }, | |
| "accuracy": 0.961864406779661, | |
| "macro_f1": 0.6370518043396608, | |
| "macro_f1_present_classes": 0.9555777065094913, | |
| "per_class_recall": { | |
| "Legitimate": 0.9878048780487805, | |
| "Spam": 0.9027777777777778 | |
| } | |
| }, | |
| "CEAS-08": { | |
| "n": 736, | |
| "counts": { | |
| "Legitimate": 736, | |
| "Phishing": 0, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9864130434782609, | |
| "macro_f1": 0.33105335157318744, | |
| "macro_f1_present_classes": 0.9931600547195623, | |
| "per_class_recall": { | |
| "Legitimate": 0.9864130434782609 | |
| } | |
| }, | |
| "Enron": { | |
| "n": 628, | |
| "counts": { | |
| "Legitimate": 0, | |
| "Phishing": 0, | |
| "Spam": 628 | |
| }, | |
| "accuracy": 0.9792993630573248, | |
| "macro_f1": 0.32984714400643605, | |
| "macro_f1_present_classes": 0.9895414320193081, | |
| "per_class_recall": { | |
| "Spam": 0.9792993630573248 | |
| } | |
| }, | |
| "Nazario": { | |
| "n": 222, | |
| "counts": { | |
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| "Phishing": 222, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9684684684684685, | |
| "macro_f1": 0.32799389778794813, | |
| "macro_f1_present_classes": 0.9839816933638444, | |
| "per_class_recall": { | |
| "Phishing": 0.9684684684684685 | |
| } | |
| }, | |
| "Nigerian_Fraud": { | |
| "n": 299, | |
| "counts": { | |
| "Legitimate": 0, | |
| "Phishing": 299, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9765886287625418, | |
| "macro_f1": 0.329385222786238, | |
| "macro_f1_present_classes": 0.988155668358714, | |
| "per_class_recall": { | |
| "Phishing": 0.9765886287625418 | |
| } | |
| }, | |
| "TREC-07": { | |
| "n": 1099, | |
| "counts": { | |
| "Legitimate": 1099, | |
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| "Spam": 0 | |
| }, | |
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| "ratio": 18.58 | |
| }, | |
| { | |
| "token": "wonderful", | |
| "share_a": 0.115, | |
| "share_b": 0.007, | |
| "ratio": 18.58 | |
| }, | |
| { | |
| "token": "wants", | |
| "share_a": 0.115, | |
| "share_b": 0.008, | |
| "ratio": 16.62 | |
| }, | |
| { | |
| "token": "wanted", | |
| "share_a": 0.115, | |
| "share_b": 0.009, | |
| "ratio": 13.73 | |
| }, | |
| { | |
| "token": "sound", | |
| "share_a": 0.115, | |
| "share_b": 0.011, | |
| "ratio": 11.7 | |
| } | |
| ], | |
| "fp_vs_tn_tokens": [ | |
| { | |
| "token": "heid", | |
| "share_a": 0.176, | |
| "share_b": 0.0, | |
| "ratio": 793.0 | |
| }, | |
| { | |
| "token": "dreamweaver", | |
| "share_a": 0.176, | |
| "share_b": 0.0, | |
| "ratio": 793.0 | |
| }, | |
| { | |
| "token": "stylesheets", | |
| "share_a": 0.176, | |
| "share_b": 0.0, | |
| "ratio": 793.0 | |
| }, | |
| { | |
| "token": "rias", | |
| "share_a": 0.176, | |
| "share_b": 0.001, | |
| "ratio": 264.33 | |
| }, | |
| { | |
| "token": "ears", | |
| "share_a": 0.176, | |
| "share_b": 0.001, | |
| "ratio": 158.6 | |
| }, | |
| { | |
| "token": "stewart", | |
| "share_a": 0.176, | |
| "share_b": 0.001, | |
| "ratio": 158.6 | |
| }, | |
| { | |
| "token": "untitled", | |
| "share_a": 0.176, | |
| "share_b": 0.001, | |
| "ratio": 158.6 | |
| }, | |
| { | |
| "token": "handheld", | |
| "share_a": 0.176, | |
| "share_b": 0.001, | |
| "ratio": 158.6 | |
| }, | |
| { | |
| "token": "css", | |
| "share_a": 0.176, | |
| "share_b": 0.002, | |
| "ratio": 113.29 | |
| }, | |
| { | |
| "token": "keynote", | |
| "share_a": 0.176, | |
| "share_b": 0.002, | |
| "ratio": 113.29 | |
| }, | |
| { | |
| "token": "inspire", | |
| "share_a": 0.176, | |
| "share_b": 0.002, | |
| "ratio": 113.29 | |
| }, | |
| { | |
| "token": "dollars", | |
| "share_a": 0.235, | |
| "share_b": 0.003, | |
| "ratio": 92.69 | |
| }, | |
| { | |
| "token": "rock", | |
| "share_a": 0.235, | |
| "share_b": 0.003, | |
| "ratio": 92.69 | |
| }, | |
| { | |
| "token": "ajax", | |
| "share_a": 0.176, | |
| "share_b": 0.002, | |
| "ratio": 88.11 | |
| }, | |
| { | |
| "token": "ridge", | |
| "share_a": 0.176, | |
| "share_b": 0.002, | |
| "ratio": 88.11 | |
| }, | |
| { | |
| "token": "commitment", | |
| "share_a": 0.176, | |
| "share_b": 0.003, | |
| "ratio": 72.09 | |
| }, | |
| { | |
| "token": "ted", | |
| "share_a": 0.176, | |
| "share_b": 0.003, | |
| "ratio": 72.09 | |
| }, | |
| { | |
| "token": "front-end", | |
| "share_a": 0.176, | |
| "share_b": 0.003, | |
| "ratio": 72.09 | |
| }, | |
| { | |
| "token": "historic", | |
| "share_a": 0.176, | |
| "share_b": 0.003, | |
| "ratio": 61.0 | |
| }, | |
| { | |
| "token": "adobe", | |
| "share_a": 0.176, | |
| "share_b": 0.003, | |
| "ratio": 61.0 | |
| } | |
| ], | |
| "top_fn_doc_ids": [ | |
| "aura:Nigerian_Fraud:001032", | |
| "primary:007176", | |
| "aura:Nazario:000097", | |
| "primary:112100", | |
| "primary:001939", | |
| "primary:148887", | |
| "primary:135631", | |
| "aura:Nazario:000643", | |
| "primary:010013", | |
| "primary:102650", | |
| "aura:Nazario:001540", | |
| "primary:025244", | |
| "primary:148857", | |
| "aura:Nazario:000551", | |
| "primary:061572", | |
| "primary:107809", | |
| "primary:046569", | |
| "primary:181246", | |
| "aura:Nigerian_Fraud:000534", | |
| "aura:Nigerian_Fraud:000495", | |
| "primary:025024", | |
| "primary:150100", | |
| "primary:191966", | |
| "primary:157116", | |
| "primary:197304" | |
| ], | |
| "top_fp_doc_ids": [ | |
| "primary:144048", | |
| "primary:164457", | |
| "primary:153841", | |
| "primary:091801", | |
| "primary:156985", | |
| "primary:003448", | |
| "primary:041713", | |
| "primary:152763", | |
| "primary:156887", | |
| "primary:057514", | |
| "primary:199386", | |
| "primary:055965", | |
| "primary:168120", | |
| "primary:024251", | |
| "primary:089923", | |
| "primary:016587", | |
| "primary:021911" | |
| ], | |
| "threeway": { | |
| "n_phish_as_spam": 7, | |
| "n_spam_as_phish": 1, | |
| "top_phish_as_spam_doc_ids": [ | |
| "aura:Nazario:000532", | |
| "aura:Nigerian_Fraud:000824", | |
| "aura:Nazario:000328", | |
| "aura:Nigerian_Fraud:001698", | |
| "aura:Nigerian_Fraud:003049", | |
| "aura:Nigerian_Fraud:000337", | |
| "aura:Nazario:000401" | |
| ], | |
| "top_spam_as_phish_doc_ids": [ | |
| "primary:077835" | |
| ], | |
| "phish_as_spam_tokens": [ | |
| { | |
| "token": "join", | |
| "share_a": 0.571, | |
| "share_b": 0.02, | |
| "ratio": 29.0 | |
| }, | |
| { | |
| "token": "friends", | |
| "share_a": 0.429, | |
| "share_b": 0.016, | |
| "ratio": 27.86 | |
| }, | |
| { | |
| "token": "complete", | |
| "share_a": 0.429, | |
| "share_b": 0.049, | |
| "ratio": 9.29 | |
| }, | |
| { | |
| "token": "link", | |
| "share_a": 0.571, | |
| "share_b": 0.073, | |
| "ratio": 8.12 | |
| }, | |
| { | |
| "token": "don't", | |
| "share_a": 0.429, | |
| "share_b": 0.067, | |
| "ratio": 6.86 | |
| }, | |
| { | |
| "token": "could", | |
| "share_a": 0.429, | |
| "share_b": 0.077, | |
| "ratio": 6.0 | |
| }, | |
| { | |
| "token": "http", | |
| "share_a": 0.857, | |
| "share_b": 0.189, | |
| "ratio": 4.56 | |
| }, | |
| { | |
| "token": "www", | |
| "share_a": 0.571, | |
| "share_b": 0.15, | |
| "ratio": 3.98 | |
| }, | |
| { | |
| "token": "new", | |
| "share_a": 0.429, | |
| "share_b": 0.164, | |
| "ratio": 2.84 | |
| }, | |
| { | |
| "token": "click", | |
| "share_a": 0.429, | |
| "share_b": 0.176, | |
| "ratio": 2.65 | |
| }, | |
| { | |
| "token": "years", | |
| "share_a": 0.429, | |
| "share_b": 0.195, | |
| "ratio": 2.38 | |
| }, | |
| { | |
| "token": "get", | |
| "share_a": 0.429, | |
| "share_b": 0.203, | |
| "ratio": 2.29 | |
| }, | |
| { | |
| "token": "com", | |
| "share_a": 0.714, | |
| "share_b": 0.335, | |
| "ratio": 2.18 | |
| }, | |
| { | |
| "token": "message", | |
| "share_a": 0.429, | |
| "share_b": 0.213, | |
| "ratio": 2.18 | |
| }, | |
| { | |
| "token": "about", | |
| "share_a": 0.429, | |
| "share_b": 0.241, | |
| "ratio": 1.93 | |
| }, | |
| { | |
| "token": "who", | |
| "share_a": 0.571, | |
| "share_b": 0.316, | |
| "ratio": 1.9 | |
| }, | |
| { | |
| "token": "after", | |
| "share_a": 0.429, | |
| "share_b": 0.278, | |
| "ratio": 1.67 | |
| }, | |
| { | |
| "token": "are", | |
| "share_a": 0.857, | |
| "share_b": 0.562, | |
| "ratio": 1.54 | |
| }, | |
| { | |
| "token": "into", | |
| "share_a": 0.429, | |
| "share_b": 0.325, | |
| "ratio": 1.43 | |
| }, | |
| { | |
| "token": "which", | |
| "share_a": 0.429, | |
| "share_b": 0.361, | |
| "ratio": 1.29 | |
| } | |
| ], | |
| "spam_as_phish_tokens": [] | |
| } | |
| }, | |
| "plots": { | |
| "confusion_matrix": "reports/eval_ft-12L/confusion_matrix_test3.png", | |
| "confusion_matrix3": "reports/eval_ft-12L/confusion_matrix3_test3.png", | |
| "roc_curve": "reports/eval_ft-12L/roc_curve_test3.png", | |
| "pr_curve": "reports/eval_ft-12L/pr_curve_test3.png" | |
| } | |
| } | |