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41 kB
| { | |
| "timestamp": "2026-10-09 09:57", | |
| "run_name": "ft-scratch", | |
| "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-scratch/best", | |
| "splits_in_invocation": [ | |
| "test", | |
| "test3" | |
| ], | |
| "model_config": { | |
| "vocab_size": 32768, | |
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| "n_layers": 24, | |
| "n_heads": 16, | |
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| "layer_norm_eps": 1e-05, | |
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| }, | |
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| "params": 337444867, | |
| "checkpoint_config": { | |
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| "finetune": { | |
| "run_name": "ft-scratch", | |
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| "loss": "cross_entropy", | |
| "focal_gamma": 2.0, | |
| "lr": 3e-05, | |
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| "eval_batch_size": 64, | |
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| "eps": 1e-06, | |
| "grad_clip": 1.0, | |
| "patience": 2, | |
| "schedule": "linear_decay", | |
| "selection_metric": "val_f1_unwanted", | |
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| "synthetic": "off", | |
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| "seed": 42, | |
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| "binary_rollup_name": "Unwanted (phishing or spam)", | |
| "selection_metric": "val_f1_unwanted", | |
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| "val_metrics": { | |
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| "f1_unwanted": 0.9874562778916898, | |
| "n_3way": 8105, | |
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| "macro_f1_3way": 0.9537815709229355, | |
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| "recall_legitimate": 0.9851471008283348, | |
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| "f1": 0.9397944199706314 | |
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| "decision_applies_to": "P(unwanted) = sum of non-legitimate probabilities", | |
| "val_f1_optimal": 0.6013138890266418, | |
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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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| "binary_rollup": { | |
| "unwanted_name": "Unwanted (phishing or spam)", | |
| "classes": [ | |
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| 2 | |
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| "rule": "P(unwanted) = sum of P(class) for class >= 1; flag when >= threshold" | |
| }, | |
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| }, | |
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| } | |
| }, | |
| "mean_tokens_full": 835.2, | |
| "pct_truncated": 34.01 | |
| }, | |
| "threshold": 0.5, | |
| "at_threshold": { | |
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| "accuracy": 0.9822981366459628, | |
| "precision": 0.9762684124386252, | |
| "recall": 0.9770679770679771, | |
| "f1": 0.9766680311092918, | |
| "specificity": 0.9854927463731866, | |
| "false_positive_rate": 0.014507253626813406, | |
| "false_negative_rate": 0.02293202293202293, | |
| "confusion_matrix": { | |
| "tn": 1970, | |
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| }, | |
| "n": 3220, | |
| "n_positive": 1221, | |
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| "threshold_free": { | |
| "roc_auc": 0.9983431519199404, | |
| "pr_auc": 0.9974248605846625, | |
| "recall_at_fpr_1pct": { | |
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| "recall": 0.9672399672399672, | |
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| "threshold": 0.7805293202400208, | |
| "threshold_rule": "flag when p >= threshold" | |
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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": 1193, | |
| "predicted_phishing": 485, | |
| "predicted_spam": 708 | |
| }, | |
| "false_positives_flagged": { | |
| "n": 29, | |
| "predicted_phishing": 3, | |
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| }, | |
| "missed_positives": { | |
| "n": 28, | |
| "predicted_phishing": 7, | |
| "predicted_spam": 21 | |
| }, | |
| "all_flagged": { | |
| "n": 1222, | |
| "predicted_phishing": 488, | |
| "predicted_spam": 734 | |
| }, | |
| "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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| "Spam" | |
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| "matrix": [ | |
| [ | |
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| 3, | |
| 26 | |
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| [ | |
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| "cells": { | |
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| "accuracy": 0.9726708074534162, | |
| "macro_f1": 0.9633747490819639, | |
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| "classes_present": [ | |
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| "per_class": { | |
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| "precision": 0.985985985985986, | |
| "recall": 0.9854927463731866, | |
| "f1": 0.9857393044783588, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
| "precision": 0.9897540983606558, | |
| "recall": 0.927063339731286, | |
| "f1": 0.9573835480673935, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
| "precision": 0.9250681198910081, | |
| "recall": 0.97, | |
| "f1": 0.9470013947001394, | |
| "support": 700 | |
| } | |
| }, | |
| "argmax_rule": { | |
| "doc": "plain argmax over the three probabilities (secondary; can disagree with the binary verdict near the threshold)", | |
| "accuracy": 0.9729813664596273, | |
| "macro_f1": 0.9636795971999454, | |
| "per_class": { | |
| "Legitimate": { | |
| "precision": 0.9859929964982491, | |
| "recall": 0.9859929964982491, | |
| "f1": 0.9859929964982491, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
| "precision": 0.9897540983606558, | |
| "recall": 0.927063339731286, | |
| "f1": 0.9573835480673935, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
| "precision": 0.9263301500682128, | |
| "recall": 0.97, | |
| "f1": 0.947662247034194, | |
| "support": 700 | |
| } | |
| }, | |
| "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": [ | |
| "Phishing", | |
| "Spam" | |
| ], | |
| "matrix": [ | |
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| [ | |
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| ], | |
| "cells": { | |
| "true_phishing": { | |
| "pred_phishing": 489, | |
| "pred_spam": 32 | |
| }, | |
| "true_spam": { | |
| "pred_phishing": 3, | |
| "pred_spam": 697 | |
| } | |
| }, | |
| "accuracy": 0.9713349713349714, | |
| "phishing_as_spam": 32, | |
| "spam_as_phishing": 3 | |
| }, | |
| "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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| ], | |
| "missed_as_legitimate": { | |
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| "spam": 19 | |
| } | |
| } | |
| }, | |
| "per_source": { | |
| "Assassin": { | |
| "n": 236, | |
| "counts": { | |
| "Legitimate": 164, | |
| "Phishing": 0, | |
| "Spam": 72 | |
| }, | |
| "accuracy": 0.940677966101695, | |
| "macro_f1": 0.6219893206089525, | |
| "macro_f1_present_classes": 0.9329839809134288, | |
| "per_class_recall": { | |
| "Legitimate": 0.9573170731707317, | |
| "Spam": 0.9027777777777778 | |
| } | |
| }, | |
| "CEAS-08": { | |
| "n": 736, | |
| "counts": { | |
| "Legitimate": 736, | |
| "Phishing": 0, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9796195652173914, | |
| "macro_f1": 0.3299016243422558, | |
| "macro_f1_present_classes": 0.9897048730267674, | |
| "per_class_recall": { | |
| "Legitimate": 0.9796195652173914 | |
| } | |
| }, | |
| "Enron": { | |
| "n": 628, | |
| "counts": { | |
| "Legitimate": 0, | |
| "Phishing": 0, | |
| "Spam": 628 | |
| }, | |
| "accuracy": 0.9777070063694268, | |
| "macro_f1": 0.3295759527643585, | |
| "macro_f1_present_classes": 0.9887278582930756, | |
| "per_class_recall": { | |
| "Spam": 0.9777070063694268 | |
| } | |
| }, | |
| "Nazario": { | |
| "n": 222, | |
| "counts": { | |
| "Legitimate": 0, | |
| "Phishing": 222, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.8963963963963963, | |
| "macro_f1": 0.31512272367379257, | |
| "macro_f1_present_classes": 0.9453681710213777, | |
| "per_class_recall": { | |
| "Phishing": 0.8963963963963963 | |
| } | |
| }, | |
| "Nigerian_Fraud": { | |
| "n": 299, | |
| "counts": { | |
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| "Phishing": 299, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9498327759197325, | |
| "macro_f1": 0.324757004002287, | |
| "macro_f1_present_classes": 0.9742710120068611, | |
| "per_class_recall": { | |
| "Phishing": 0.9498327759197325 | |
| } | |
| }, | |
| "TREC-07": { | |
| "n": 1099, | |
| "counts": { | |
| "Legitimate": 1099, | |
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| "Spam": 0 | |
| }, | |
| "accuracy": 0.9936305732484076, | |
| "macro_f1": 0.33226837060702874, | |
| "macro_f1_present_classes": 0.9968051118210862, | |
| "per_class_recall": { | |
| "Legitimate": 0.9936305732484076 | |
| } | |
| } | |
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| "share_b": 0.003, | |
| "ratio": 41.88 | |
| }, | |
| { | |
| "token": "environment", | |
| "share_a": 0.143, | |
| "share_b": 0.004, | |
| "ratio": 34.26 | |
| }, | |
| { | |
| "token": "url", | |
| "share_a": 0.143, | |
| "share_b": 0.004, | |
| "ratio": 34.26 | |
| } | |
| ], | |
| "fp_vs_tn_tokens": [ | |
| { | |
| "token": "promotional", | |
| "share_a": 0.138, | |
| "share_b": 0.001, | |
| "ratio": 200.39 | |
| }, | |
| { | |
| "token": "cook", | |
| "share_a": 0.103, | |
| "share_b": 0.001, | |
| "ratio": 93.52 | |
| }, | |
| { | |
| "token": "mill", | |
| "share_a": 0.103, | |
| "share_b": 0.001, | |
| "ratio": 93.52 | |
| }, | |
| { | |
| "token": "palm", | |
| "share_a": 0.103, | |
| "share_b": 0.002, | |
| "ratio": 66.8 | |
| }, | |
| { | |
| "token": "full-color", | |
| "share_a": 0.138, | |
| "share_b": 0.003, | |
| "ratio": 54.65 | |
| }, | |
| { | |
| "token": "rock", | |
| "share_a": 0.103, | |
| "share_b": 0.003, | |
| "ratio": 35.97 | |
| }, | |
| { | |
| "token": "gift", | |
| "share_a": 0.138, | |
| "share_b": 0.004, | |
| "ratio": 35.36 | |
| }, | |
| { | |
| "token": "frequently", | |
| "share_a": 0.103, | |
| "share_b": 0.004, | |
| "ratio": 31.17 | |
| }, | |
| { | |
| "token": "funny", | |
| "share_a": 0.103, | |
| "share_b": 0.004, | |
| "ratio": 31.17 | |
| }, | |
| { | |
| "token": "editors", | |
| "share_a": 0.103, | |
| "share_b": 0.004, | |
| "ratio": 31.17 | |
| }, | |
| { | |
| "token": "classic", | |
| "share_a": 0.103, | |
| "share_b": 0.004, | |
| "ratio": 27.5 | |
| }, | |
| { | |
| "token": "multi-part", | |
| "share_a": 0.138, | |
| "share_b": 0.006, | |
| "ratio": 26.14 | |
| }, | |
| { | |
| "token": "draw", | |
| "share_a": 0.103, | |
| "share_b": 0.005, | |
| "ratio": 24.61 | |
| }, | |
| { | |
| "token": "viewing", | |
| "share_a": 0.138, | |
| "share_b": 0.006, | |
| "ratio": 24.05 | |
| }, | |
| { | |
| "token": "powered", | |
| "share_a": 0.138, | |
| "share_b": 0.006, | |
| "ratio": 24.05 | |
| }, | |
| { | |
| "token": "deals", | |
| "share_a": 0.103, | |
| "share_b": 0.005, | |
| "ratio": 22.27 | |
| }, | |
| { | |
| "token": "serves", | |
| "share_a": 0.103, | |
| "share_b": 0.005, | |
| "ratio": 22.27 | |
| }, | |
| { | |
| "token": "guaranteed", | |
| "share_a": 0.103, | |
| "share_b": 0.005, | |
| "ratio": 22.27 | |
| }, | |
| { | |
| "token": "content-transfer-encoding", | |
| "share_a": 0.138, | |
| "share_b": 0.007, | |
| "ratio": 20.73 | |
| }, | |
| { | |
| "token": "content-disposition", | |
| "share_a": 0.103, | |
| "share_b": 0.006, | |
| "ratio": 20.33 | |
| } | |
| ], | |
| "top_fn_doc_ids": [ | |
| "primary:148887", | |
| "aura:Nazario:000097", | |
| "primary:181246", | |
| "primary:025244", | |
| "aura:Nazario:000551", | |
| "primary:148857", | |
| "primary:173930", | |
| "aura:Nazario:000643", | |
| "primary:007176", | |
| "aura:Nazario:000533", | |
| "primary:001939", | |
| "aura:Nazario:001540", | |
| "primary:129677", | |
| "primary:135631", | |
| "aura:Nigerian_Fraud:001032", | |
| "primary:046569", | |
| "primary:014300", | |
| "aura:Nazario:000299", | |
| "primary:181468", | |
| "primary:130516", | |
| "primary:164494", | |
| "primary:201972", | |
| "aura:Nazario:001468", | |
| "primary:157116", | |
| "primary:048857" | |
| ], | |
| "top_fp_doc_ids": [ | |
| "primary:156887", | |
| "primary:118434", | |
| "primary:188362", | |
| "primary:066021", | |
| "primary:199386", | |
| "primary:048756", | |
| "primary:109226", | |
| "primary:130385", | |
| "primary:027029", | |
| "primary:144048", | |
| "primary:200749", | |
| "primary:057514", | |
| "primary:152763", | |
| "primary:025142", | |
| "primary:153841", | |
| "primary:165228", | |
| "primary:024251", | |
| "primary:101377", | |
| "primary:021911", | |
| "primary:061178", | |
| "primary:012585", | |
| "primary:128544", | |
| "primary:103927", | |
| "primary:159406", | |
| "primary:059404" | |
| ], | |
| "threeway": { | |
| "n_phish_as_spam": 29, | |
| "n_spam_as_phish": 2, | |
| "top_phish_as_spam_doc_ids": [ | |
| "aura:Nazario:000401", | |
| "aura:Nazario:000832", | |
| "aura:Nigerian_Fraud:000262", | |
| "aura:Nigerian_Fraud:000824", | |
| "aura:Nazario:000328", | |
| "aura:Nigerian_Fraud:003000", | |
| "aura:Nigerian_Fraud:000266", | |
| "aura:Nigerian_Fraud:000337", | |
| "aura:Nazario:000946", | |
| "aura:Nigerian_Fraud:003049", | |
| "aura:Nazario:000105", | |
| "aura:Nazario:001179", | |
| "aura:Nazario:001170", | |
| "aura:Nazario:000214", | |
| "aura:Nazario:000879", | |
| "aura:Nazario:000104", | |
| "aura:Nazario:001290", | |
| "aura:Nigerian_Fraud:001100", | |
| "aura:Nigerian_Fraud:000101", | |
| "aura:Nazario:001287", | |
| "aura:Nigerian_Fraud:001783", | |
| "aura:Nigerian_Fraud:002955", | |
| "aura:Nazario:000020", | |
| "aura:Nazario:000426", | |
| "aura:Nigerian_Fraud:001698" | |
| ], | |
| "top_spam_as_phish_doc_ids": [ | |
| "primary:077835", | |
| "primary:197304" | |
| ], | |
| "phish_as_spam_tokens": [ | |
| { | |
| "token": "whatsapp", | |
| "share_a": 0.103, | |
| "share_b": 0.0, | |
| "ratio": 114.73 | |
| }, | |
| { | |
| "token": "nova", | |
| "share_a": 0.103, | |
| "share_b": 0.0, | |
| "ratio": 114.73 | |
| }, | |
| { | |
| "token": "abra", | |
| "share_a": 0.103, | |
| "share_b": 0.0, | |
| "ratio": 114.73 | |
| }, | |
| { | |
| "token": "content-type", | |
| "share_a": 0.103, | |
| "share_b": 0.0, | |
| "ratio": 114.73 | |
| }, | |
| { | |
| "token": "content-transfer-encoding", | |
| "share_a": 0.103, | |
| "share_b": 0.0, | |
| "ratio": 114.73 | |
| }, | |
| { | |
| "token": "para", | |
| "share_a": 0.138, | |
| "share_b": 0.002, | |
| "ratio": 49.17 | |
| }, | |
| { | |
| "token": "removed", | |
| "share_a": 0.172, | |
| "share_b": 0.004, | |
| "ratio": 36.06 | |
| }, | |
| { | |
| "token": "income", | |
| "share_a": 0.138, | |
| "share_b": 0.006, | |
| "ratio": 21.07 | |
| }, | |
| { | |
| "token": "los", | |
| "share_a": 0.103, | |
| "share_b": 0.006, | |
| "ratio": 16.39 | |
| }, | |
| { | |
| "token": "building", | |
| "share_a": 0.103, | |
| "share_b": 0.008, | |
| "ratio": 12.75 | |
| }, | |
| { | |
| "token": "plain", | |
| "share_a": 0.138, | |
| "share_b": 0.012, | |
| "ratio": 11.35 | |
| }, | |
| { | |
| "token": "disclaimer", | |
| "share_a": 0.103, | |
| "share_b": 0.01, | |
| "ratio": 10.43 | |
| }, | |
| { | |
| "token": "bit", | |
| "share_a": 0.103, | |
| "share_b": 0.012, | |
| "ratio": 8.83 | |
| }, | |
| { | |
| "token": "fill", | |
| "share_a": 0.103, | |
| "share_b": 0.012, | |
| "ratio": 8.83 | |
| }, | |
| { | |
| "token": "plus", | |
| "share_a": 0.103, | |
| "share_b": 0.012, | |
| "ratio": 8.83 | |
| }, | |
| { | |
| "token": "register", | |
| "share_a": 0.103, | |
| "share_b": 0.012, | |
| "ratio": 8.83 | |
| }, | |
| { | |
| "token": "return", | |
| "share_a": 0.138, | |
| "share_b": 0.017, | |
| "ratio": 8.68 | |
| }, | |
| { | |
| "token": "text", | |
| "share_a": 0.138, | |
| "share_b": 0.017, | |
| "ratio": 8.68 | |
| }, | |
| { | |
| "token": "plan", | |
| "share_a": 0.138, | |
| "share_b": 0.019, | |
| "ratio": 7.76 | |
| }, | |
| { | |
| "token": "links", | |
| "share_a": 0.103, | |
| "share_b": 0.014, | |
| "ratio": 7.65 | |
| } | |
| ], | |
| "spam_as_phish_tokens": [] | |
| } | |
| }, | |
| "plots": { | |
| "confusion_matrix": "reports/eval_ft-scratch/confusion_matrix_test3.png", | |
| "confusion_matrix3": "reports/eval_ft-scratch/confusion_matrix3_test3.png", | |
| "roc_curve": "reports/eval_ft-scratch/roc_curve_test3.png", | |
| "pr_curve": "reports/eval_ft-scratch/pr_curve_test3.png" | |
| } | |
| } | |