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39.7 kB
| { | |
| "timestamp": "2026-10-09 05:55", | |
| "run_name": "ft-weighted", | |
| "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-weighted/best", | |
| "splits_in_invocation": [ | |
| "test", | |
| "test3" | |
| ], | |
| "model_config": { | |
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| "tokenizer": "/home/nathank/BITS/dev/Phishing Model/data/processed/tokenizer.json", | |
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| "1": "Phishing", | |
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| "specificity": 0.9869934967483742, | |
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| "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": { | |
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| "phish": 521, | |
| "spam": 700, | |
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| "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": { | |
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| "predicted_phishing": 515, | |
| "predicted_spam": 698 | |
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| "false_positives_flagged": { | |
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| }, | |
| "missed_positives": { | |
| "n": 8, | |
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| }, | |
| "all_flagged": { | |
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| "confusion_matrix": { | |
| "labels": [ | |
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| "classes_present": [ | |
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| "per_class": { | |
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| "recall": 0.9869934967483742, | |
| "f1": 0.9914572864321608, | |
| "support": 1999 | |
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| "recall": 0.99, | |
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| } | |
| }, | |
| "argmax_rule": { | |
| "doc": "plain argmax over the three probabilities (secondary; can disagree with the binary verdict near the threshold)", | |
| "accuracy": 0.987888198757764, | |
| "macro_f1": 0.9855518791290724, | |
| "per_class": { | |
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| "recall": 0.9874937468734367, | |
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| "support": 521 | |
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| "recall": 0.99, | |
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| } | |
| }, | |
| "rows_where_rules_differ": 1 | |
| }, | |
| "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": [ | |
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| "Spam" | |
| ], | |
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| "cells": { | |
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| }, | |
| "accuracy": 0.9942669942669943, | |
| "phishing_as_spam": 6, | |
| "spam_as_phishing": 1 | |
| }, | |
| "rollup_rule": { | |
| "doc": "rows = true Phishing / Spam; columns = predicted Legitimate (missed) / Phishing / Spam under the roll-up rule", | |
| "rows": [ | |
| "Phishing", | |
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| ], | |
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| }, | |
| "per_source": { | |
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| "n": 236, | |
| "counts": { | |
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| "Phishing": 0, | |
| "Spam": 72 | |
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| "accuracy": 0.961864406779661, | |
| "macro_f1": 0.6401713738091211, | |
| "macro_f1_present_classes": 0.9602570607136818, | |
| "per_class_recall": { | |
| "Legitimate": 0.9634146341463414, | |
| "Spam": 0.9583333333333334 | |
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| "CEAS-08": { | |
| "n": 736, | |
| "counts": { | |
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| "accuracy": 0.9823369565217391, | |
| "macro_f1": 0.3303632625085675, | |
| "macro_f1_present_classes": 0.9910897875257025, | |
| "per_class_recall": { | |
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| }, | |
| "Enron": { | |
| "n": 628, | |
| "counts": { | |
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| "Spam": 628 | |
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| "accuracy": 0.9936305732484076, | |
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| "macro_f1_present_classes": 0.9968051118210862, | |
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| "Spam": 0.9936305732484076 | |
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| }, | |
| "Nazario": { | |
| "n": 222, | |
| "counts": { | |
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| "macro_f1_present_classes": 0.990909090909091, | |
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| "Nigerian_Fraud": { | |
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| "accuracy": 0.9899665551839465, | |
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| }, | |
| "TREC-07": { | |
| "n": 1099, | |
| "counts": { | |
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| "accuracy": 0.9936305732484076, | |
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| "macro_f1_present_classes": 0.9968051118210862, | |
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| { | |
| "token": "friends", | |
| "share_a": 0.375, | |
| "share_b": 0.021, | |
| "ratio": 18.86 | |
| }, | |
| { | |
| "token": "paste", | |
| "share_a": 0.375, | |
| "share_b": 0.021, | |
| "ratio": 18.86 | |
| } | |
| ], | |
| "fp_vs_tn_tokens": [ | |
| { | |
| "token": "zzz-unspun", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 223.42 | |
| }, | |
| { | |
| "token": "czzz-unspun", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 223.42 | |
| }, | |
| { | |
| "token": "outlets", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 223.42 | |
| }, | |
| { | |
| "token": "cowpokeproductions", | |
| "share_a": 0.115, | |
| "share_b": 0.001, | |
| "ratio": 173.77 | |
| }, | |
| { | |
| "token": "trinity", | |
| "share_a": 0.115, | |
| "share_b": 0.001, | |
| "ratio": 173.77 | |
| }, | |
| { | |
| "token": "cowpoke", | |
| "share_a": 0.115, | |
| "share_b": 0.001, | |
| "ratio": 173.77 | |
| }, | |
| { | |
| "token": "enron", | |
| "share_a": 0.115, | |
| "share_b": 0.001, | |
| "ratio": 173.77 | |
| }, | |
| { | |
| "token": "full-color", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 138.3 | |
| }, | |
| { | |
| "token": "vineyard", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "patel", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "loripatel", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "englishmajor", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "comtm", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "asbrand", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "spins", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "unspun", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "savviest", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "mediaunspun", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "four-week", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| }, | |
| { | |
| "token": "authoritatively", | |
| "share_a": 0.154, | |
| "share_b": 0.001, | |
| "ratio": 134.05 | |
| } | |
| ], | |
| "top_fn_doc_ids": [ | |
| "primary:148887", | |
| "primary:191966", | |
| "aura:Nazario:000643", | |
| "primary:007176", | |
| "aura:Nazario:000097", | |
| "primary:001939", | |
| "primary:046569", | |
| "primary:014300" | |
| ], | |
| "top_fp_doc_ids": [ | |
| "primary:091801", | |
| "primary:144048", | |
| "primary:199386", | |
| "primary:103927", | |
| "primary:055965", | |
| "primary:165228", | |
| "primary:152763", | |
| "primary:048756", | |
| "primary:168120", | |
| "primary:041713", | |
| "primary:069336", | |
| "primary:057514", | |
| "primary:146259", | |
| "primary:156887", | |
| "primary:116110", | |
| "primary:132924", | |
| "primary:156985", | |
| "primary:115649", | |
| "primary:153841", | |
| "primary:117398", | |
| "primary:021911", | |
| "primary:003448", | |
| "primary:025142", | |
| "primary:113001", | |
| "primary:027029" | |
| ], | |
| "threeway": { | |
| "n_phish_as_spam": 5, | |
| "n_spam_as_phish": 1, | |
| "top_phish_as_spam_doc_ids": [ | |
| "aura:Nigerian_Fraud:001698", | |
| "aura:Nigerian_Fraud:000337", | |
| "aura:Nigerian_Fraud:003049", | |
| "aura:Nazario:001179", | |
| "aura:Nazario:000532" | |
| ], | |
| "top_spam_as_phish_doc_ids": [ | |
| "primary:129677" | |
| ], | |
| "phish_as_spam_tokens": [ | |
| { | |
| "token": "friends", | |
| "share_a": 0.6, | |
| "share_b": 0.016, | |
| "ratio": 38.52 | |
| }, | |
| { | |
| "token": "join", | |
| "share_a": 0.6, | |
| "share_b": 0.021, | |
| "ratio": 28.47 | |
| }, | |
| { | |
| "token": "complete", | |
| "share_a": 0.6, | |
| "share_b": 0.049, | |
| "ratio": 12.84 | |
| }, | |
| { | |
| "token": "don't", | |
| "share_a": 0.8, | |
| "share_b": 0.068, | |
| "ratio": 11.86 | |
| }, | |
| { | |
| "token": "visit", | |
| "share_a": 0.6, | |
| "share_b": 0.058, | |
| "ratio": 10.73 | |
| }, | |
| { | |
| "token": "every", | |
| "share_a": 0.6, | |
| "share_b": 0.068, | |
| "ratio": 9.22 | |
| }, | |
| { | |
| "token": "link", | |
| "share_a": 0.6, | |
| "share_b": 0.074, | |
| "ratio": 8.5 | |
| }, | |
| { | |
| "token": "read", | |
| "share_a": 0.6, | |
| "share_b": 0.084, | |
| "ratio": 7.53 | |
| }, | |
| { | |
| "token": "life", | |
| "share_a": 0.6, | |
| "share_b": 0.099, | |
| "ratio": 6.36 | |
| }, | |
| { | |
| "token": "www", | |
| "share_a": 0.8, | |
| "share_b": 0.148, | |
| "ratio": 5.5 | |
| }, | |
| { | |
| "token": "http", | |
| "share_a": 0.8, | |
| "share_b": 0.193, | |
| "ratio": 4.23 | |
| }, | |
| { | |
| "token": "new", | |
| "share_a": 0.6, | |
| "share_b": 0.161, | |
| "ratio": 3.92 | |
| }, | |
| { | |
| "token": "make", | |
| "share_a": 0.6, | |
| "share_b": 0.161, | |
| "ratio": 3.92 | |
| }, | |
| { | |
| "token": "get", | |
| "share_a": 0.6, | |
| "share_b": 0.202, | |
| "ratio": 3.13 | |
| }, | |
| { | |
| "token": "com", | |
| "share_a": 1.0, | |
| "share_b": 0.337, | |
| "ratio": 2.97 | |
| }, | |
| { | |
| "token": "message", | |
| "share_a": 0.6, | |
| "share_b": 0.214, | |
| "ratio": 2.96 | |
| }, | |
| { | |
| "token": "e-mail", | |
| "share_a": 0.6, | |
| "share_b": 0.218, | |
| "ratio": 2.91 | |
| }, | |
| { | |
| "token": "receive", | |
| "share_a": 0.6, | |
| "share_b": 0.218, | |
| "ratio": 2.91 | |
| }, | |
| { | |
| "token": "only", | |
| "share_a": 0.6, | |
| "share_b": 0.235, | |
| "ratio": 2.69 | |
| }, | |
| { | |
| "token": "about", | |
| "share_a": 0.6, | |
| "share_b": 0.239, | |
| "ratio": 2.65 | |
| } | |
| ], | |
| "spam_as_phish_tokens": [] | |
| } | |
| }, | |
| "plots": { | |
| "confusion_matrix": "reports/eval_ft-weighted/confusion_matrix_test3.png", | |
| "confusion_matrix3": "reports/eval_ft-weighted/confusion_matrix3_test3.png", | |
| "roc_curve": "reports/eval_ft-weighted/roc_curve_test3.png", | |
| "pr_curve": "reports/eval_ft-weighted/pr_curve_test3.png" | |
| } | |
| } | |