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| { | |
| "timestamp": "2026-10-09 10:46", | |
| "run_name": "ft-focal", | |
| "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-focal/best", | |
| "splits_in_invocation": [ | |
| "test", | |
| "test3" | |
| ], | |
| "model_config": { | |
| "vocab_size": 32768, | |
| "max_seq_len": 512, | |
| "d_model": 1024, | |
| "n_layers": 24, | |
| "n_heads": 16, | |
| "d_ff": 4096, | |
| "dropout": 0.1, | |
| "attention_dropout": 0.1, | |
| "layer_norm_eps": 1e-05, | |
| "pad_token_id": 0, | |
| "tie_mlm_head": true, | |
| "grad_checkpointing": false, | |
| "num_labels": 3 | |
| }, | |
| "num_labels": 3, | |
| "params": 337444867, | |
| "checkpoint_config": { | |
| "tokenizer": "tokenizer.json", | |
| "finetune": { | |
| "run_name": "ft-focal", | |
| "init": "pretrained:checkpoints/pretrain/large-24L/final", | |
| "n_layers": 24, | |
| "freeze_layers": 0, | |
| "loss": "focal", | |
| "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", | |
| "pooling": "cls", | |
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| "synthetic": "off", | |
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| "seed": 42, | |
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| "best_step": 8750, | |
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| "binary_rollup_name": "Unwanted (phishing or spam)", | |
| "selection_metric": "val_f1_unwanted", | |
| "selection_value": 0.9951084002657166, | |
| "val_metrics": { | |
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| "recall": 0.9948080173871046, | |
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| "tn": 6964, | |
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| "f1_at_optimal_threshold": 0.9952995058454863, | |
| "f1_unwanted": 0.9951084002657166, | |
| "n_3way": 8105, | |
| "accuracy_3way": 0.994694632942628, | |
| "macro_f1_3way": 0.9868751212108838, | |
| "precision_legitimate": 0.9988533753762362, | |
| "recall_legitimate": 0.99528706083976, | |
| "f1_legitimate": 0.9970670291151013, | |
| "precision_phishing": 0.9853372434017595, | |
| "recall_phishing": 0.9882352941176471, | |
| "f1_phishing": 0.986784140969163, | |
| "precision_spam": 0.9618805590851334, | |
| "recall_spam": 0.9921363040629095, | |
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| "cm3_pp": 336, | |
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| "cm3_ss": 757, | |
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| "pvs_phish_as_phish": 339, | |
| "pvs_phish_as_spam": 1, | |
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| "positive_class": "Unwanted (phishing or spam)" | |
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| "precision": 0.9618805590851334, | |
| "recall": 0.9921363040629095, | |
| "f1": 0.9767741935483871 | |
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| "phish_vs_spam_on_true_unwanted": { | |
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| }, | |
| "thresholds": { | |
| "decision": 0.5, | |
| "decision_applies_to": "P(unwanted) = sum of non-legitimate probabilities", | |
| "val_f1_optimal": 0.42074909806251526, | |
| "val_f1_at_optimal": 0.9952995058454863 | |
| }, | |
| "init": "pretrained:/home/nathank/BITS/dev/Phishing Model/checkpoints/pretrain/large-24L/final", | |
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| "final_norm": 2048, | |
| "head": 1052675 | |
| } | |
| }, | |
| "tokenizer": "/home/nathank/BITS/dev/Phishing Model/data/processed/tokenizer.json", | |
| "max_len": 512, | |
| "label_names": { | |
| "0": "Legitimate", | |
| "1": "Phishing", | |
| "2": "Spam" | |
| }, | |
| "binary_rollup": { | |
| "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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| "positive": 1221, | |
| "negative": 1999, | |
| "positive_rate": 0.3792, | |
| "label3": { | |
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| "phish": 521, | |
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| }, | |
| "by_source": { | |
| "Assassin": { | |
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| } | |
| }, | |
| "CEAS-08": { | |
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| "Enron": { | |
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| "Nigerian_Fraud": { | |
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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": 0.989751552795031, | |
| "precision": 0.9892915980230642, | |
| "recall": 0.9836199836199836, | |
| "f1": 0.986447638603696, | |
| "specificity": 0.9934967483741871, | |
| "false_positive_rate": 0.0065032516258129065, | |
| "false_negative_rate": 0.01638001638001638, | |
| "confusion_matrix": { | |
| "tn": 1986, | |
| "fp": 13, | |
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| "tp": 1201 | |
| }, | |
| "n": 3220, | |
| "n_positive": 1221, | |
| "n_negative": 1999 | |
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| "threshold_free": { | |
| "roc_auc": 0.9993325901279878, | |
| "pr_auc": 0.9988537821967886, | |
| "recall_at_fpr_1pct": { | |
| "fpr_budget": 0.01, | |
| "recall": 0.9868959868959869, | |
| "fpr": 0.009004502251125562, | |
| "threshold": 0.43377745151519775, | |
| "threshold_rule": "flag when p >= threshold" | |
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| "recall_at_fpr_0_1pct": { | |
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| "recall": 0.8787878787878788, | |
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| "threshold_rule": "flag when p >= threshold" | |
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| "f1": 0.9876948318293682, | |
| "precision": 0.9893179950698439, | |
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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": 1201, | |
| "predicted_phishing": 515, | |
| "predicted_spam": 686 | |
| }, | |
| "false_positives_flagged": { | |
| "n": 13, | |
| "predicted_phishing": 1, | |
| "predicted_spam": 12 | |
| }, | |
| "missed_positives": { | |
| "n": 20, | |
| "predicted_phishing": 3, | |
| "predicted_spam": 17 | |
| }, | |
| "all_flagged": { | |
| "n": 1214, | |
| "predicted_phishing": 516, | |
| "predicted_spam": 698 | |
| }, | |
| "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": [ | |
| "Legitimate", | |
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| "Spam" | |
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| "matrix": [ | |
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| "cells": { | |
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| }, | |
| "accuracy": 0.9885093167701864, | |
| "macro_f1": 0.9867305252015051, | |
| "macro_f1_present_classes": 0.9867305252015051, | |
| "classes_present": [ | |
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| ], | |
| "per_class": { | |
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| "precision": 0.9900299102691924, | |
| "recall": 0.9934967483741871, | |
| "f1": 0.9917602996254682, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
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| "recall": 0.9865642994241842, | |
| "f1": 0.991321118611379, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
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| "recall": 0.9757142857142858, | |
| "f1": 0.977110157367668, | |
| "support": 700 | |
| } | |
| }, | |
| "argmax_rule": { | |
| "doc": "plain argmax over the three probabilities (secondary; can disagree with the binary verdict near the threshold)", | |
| "accuracy": 0.987888198757764, | |
| "macro_f1": 0.9858185605052249, | |
| "per_class": { | |
| "Legitimate": { | |
| "precision": 0.9880715705765407, | |
| "recall": 0.9944972486243121, | |
| "f1": 0.9912739965095986, | |
| "support": 1999 | |
| }, | |
| "Phishing": { | |
| "precision": 0.9980430528375733, | |
| "recall": 0.9788867562380038, | |
| "f1": 0.9883720930232558, | |
| "support": 521 | |
| }, | |
| "Spam": { | |
| "precision": 0.9799139167862266, | |
| "recall": 0.9757142857142858, | |
| "f1": 0.9778095919828204, | |
| "support": 700 | |
| } | |
| }, | |
| "rows_where_rules_differ": 6 | |
| }, | |
| "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": 517, | |
| "pred_spam": 4 | |
| }, | |
| "true_spam": { | |
| "pred_phishing": 1, | |
| "pred_spam": 699 | |
| } | |
| }, | |
| "accuracy": 0.9959049959049959, | |
| "phishing_as_spam": 4, | |
| "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": [ | |
| "Legitimate", | |
| "Phishing", | |
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| "matrix": [ | |
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| "missed_as_legitimate": { | |
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| "spam": 16 | |
| } | |
| } | |
| }, | |
| "per_source": { | |
| "Assassin": { | |
| "n": 236, | |
| "counts": { | |
| "Legitimate": 164, | |
| "Phishing": 0, | |
| "Spam": 72 | |
| }, | |
| "accuracy": 0.9533898305084746, | |
| "macro_f1": 0.6305609284332688, | |
| "macro_f1_present_classes": 0.9458413926499033, | |
| "per_class_recall": { | |
| "Legitimate": 0.975609756097561, | |
| "Spam": 0.9027777777777778 | |
| } | |
| }, | |
| "CEAS-08": { | |
| "n": 736, | |
| "counts": { | |
| "Legitimate": 736, | |
| "Phishing": 0, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9904891304347826, | |
| "macro_f1": 0.331740614334471, | |
| "macro_f1_present_classes": 0.995221843003413, | |
| "per_class_recall": { | |
| "Legitimate": 0.9904891304347826 | |
| } | |
| }, | |
| "Enron": { | |
| "n": 628, | |
| "counts": { | |
| "Legitimate": 0, | |
| "Phishing": 0, | |
| "Spam": 628 | |
| }, | |
| "accuracy": 0.9840764331210191, | |
| "macro_f1": 0.3306581059390048, | |
| "macro_f1_present_classes": 0.9919743178170144, | |
| "per_class_recall": { | |
| "Spam": 0.9840764331210191 | |
| } | |
| }, | |
| "Nazario": { | |
| "n": 222, | |
| "counts": { | |
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| "Phishing": 222, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9864864864864865, | |
| "macro_f1": 0.3310657596371882, | |
| "macro_f1_present_classes": 0.9931972789115646, | |
| "per_class_recall": { | |
| "Phishing": 0.9864864864864865 | |
| } | |
| }, | |
| "Nigerian_Fraud": { | |
| "n": 299, | |
| "counts": { | |
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| "Phishing": 299, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9866220735785953, | |
| "macro_f1": 0.33108866442199775, | |
| "macro_f1_present_classes": 0.9932659932659933, | |
| "per_class_recall": { | |
| "Phishing": 0.9866220735785953 | |
| } | |
| }, | |
| "TREC-07": { | |
| "n": 1099, | |
| "counts": { | |
| "Legitimate": 1099, | |
| "Phishing": 0, | |
| "Spam": 0 | |
| }, | |
| "accuracy": 0.9981801637852593, | |
| "macro_f1": 0.33302975106253796, | |
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| { | |
| "token": "markets", | |
| "share_a": 0.15, | |
| "share_b": 0.009, | |
| "ratio": 17.84 | |
| }, | |
| { | |
| "token": "hosting", | |
| "share_a": 0.15, | |
| "share_b": 0.009, | |
| "ratio": 17.84 | |
| }, | |
| { | |
| "token": "mailman", | |
| "share_a": 0.15, | |
| "share_b": 0.009, | |
| "ratio": 17.84 | |
| } | |
| ], | |
| "fp_vs_tn_tokens": [ | |
| { | |
| "token": "outlets", | |
| "share_a": 0.231, | |
| "share_b": 0.001, | |
| "ratio": 206.01 | |
| }, | |
| { | |
| "token": "zzz-unspun", | |
| "share_a": 0.231, | |
| "share_b": 0.001, | |
| "ratio": 206.01 | |
| }, | |
| { | |
| "token": "czzz-unspun", | |
| "share_a": 0.231, | |
| "share_b": 0.001, | |
| "ratio": 206.01 | |
| }, | |
| { | |
| "token": "cook", | |
| "share_a": 0.231, | |
| "share_b": 0.001, | |
| "ratio": 206.01 | |
| }, | |
| { | |
| "token": "full-color", | |
| "share_a": 0.385, | |
| "share_b": 0.002, | |
| "ratio": 179.85 | |
| }, | |
| { | |
| "token": "muehlbauer", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "vanderkolk", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "eletra", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "loripatel", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "copyedited", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "jimduffy86", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "asbrand", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "patel", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "authoritatively", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "four-week", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "duffy", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "mediaunspun", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "savviest", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "dasbrand", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| }, | |
| { | |
| "token": "sendashtml", | |
| "share_a": 0.231, | |
| "share_b": 0.002, | |
| "ratio": 147.15 | |
| } | |
| ], | |
| "top_fn_doc_ids": [ | |
| "primary:191966", | |
| "primary:148887", | |
| "aura:Nazario:000097", | |
| "primary:010013", | |
| "primary:007176", | |
| "aura:Nazario:000643", | |
| "primary:181246", | |
| "primary:095405", | |
| "primary:014300", | |
| "primary:001939", | |
| "primary:033220", | |
| "primary:025244", | |
| "primary:133074", | |
| "aura:Nigerian_Fraud:003049", | |
| "aura:Nazario:000299", | |
| "primary:046569", | |
| "primary:135631", | |
| "primary:148857", | |
| "primary:129677", | |
| "primary:075760" | |
| ], | |
| "top_fp_doc_ids": [ | |
| "primary:144048", | |
| "primary:199386", | |
| "primary:091801", | |
| "primary:152763", | |
| "primary:165228", | |
| "primary:041713", | |
| "primary:103927", | |
| "primary:055965", | |
| "primary:170237", | |
| "primary:117398", | |
| "primary:168120", | |
| "primary:057514", | |
| "primary:021911" | |
| ], | |
| "threeway": { | |
| "n_phish_as_spam": 3, | |
| "n_spam_as_phish": 1, | |
| "top_phish_as_spam_doc_ids": [ | |
| "aura:Nigerian_Fraud:001698", | |
| "aura:Nigerian_Fraud:000337", | |
| "aura:Nigerian_Fraud:000824" | |
| ], | |
| "top_spam_as_phish_doc_ids": [ | |
| "primary:077835" | |
| ], | |
| "phish_as_spam_tokens": [ | |
| { | |
| "token": "join", | |
| "share_a": 1.0, | |
| "share_b": 0.019, | |
| "ratio": 49.0 | |
| }, | |
| { | |
| "token": "could", | |
| "share_a": 1.0, | |
| "share_b": 0.076, | |
| "ratio": 13.03 | |
| }, | |
| { | |
| "token": "www", | |
| "share_a": 1.0, | |
| "share_b": 0.15, | |
| "ratio": 6.64 | |
| }, | |
| { | |
| "token": "new", | |
| "share_a": 1.0, | |
| "share_b": 0.16, | |
| "ratio": 6.24 | |
| }, | |
| { | |
| "token": "http", | |
| "share_a": 1.0, | |
| "share_b": 0.193, | |
| "ratio": 5.17 | |
| }, | |
| { | |
| "token": "years", | |
| "share_a": 1.0, | |
| "share_b": 0.196, | |
| "ratio": 5.07 | |
| }, | |
| { | |
| "token": "get", | |
| "share_a": 1.0, | |
| "share_b": 0.202, | |
| "ratio": 4.92 | |
| }, | |
| { | |
| "token": "about", | |
| "share_a": 1.0, | |
| "share_b": 0.239, | |
| "ratio": 4.17 | |
| }, | |
| { | |
| "token": "after", | |
| "share_a": 1.0, | |
| "share_b": 0.278, | |
| "ratio": 3.59 | |
| }, | |
| { | |
| "token": "who", | |
| "share_a": 1.0, | |
| "share_b": 0.317, | |
| "ratio": 3.15 | |
| }, | |
| { | |
| "token": "into", | |
| "share_a": 1.0, | |
| "share_b": 0.323, | |
| "ratio": 3.09 | |
| }, | |
| { | |
| "token": "com", | |
| "share_a": 1.0, | |
| "share_b": 0.339, | |
| "ratio": 2.95 | |
| }, | |
| { | |
| "token": "which", | |
| "share_a": 1.0, | |
| "share_b": 0.362, | |
| "ratio": 2.76 | |
| }, | |
| { | |
| "token": "now", | |
| "share_a": 1.0, | |
| "share_b": 0.379, | |
| "ratio": 2.63 | |
| }, | |
| { | |
| "token": "can", | |
| "share_a": 1.0, | |
| "share_b": 0.467, | |
| "ratio": 2.14 | |
| }, | |
| { | |
| "token": "are", | |
| "share_a": 1.0, | |
| "share_b": 0.562, | |
| "ratio": 1.78 | |
| }, | |
| { | |
| "token": "from", | |
| "share_a": 1.0, | |
| "share_b": 0.644, | |
| "ratio": 1.55 | |
| }, | |
| { | |
| "token": "will", | |
| "share_a": 1.0, | |
| "share_b": 0.714, | |
| "ratio": 1.4 | |
| }, | |
| { | |
| "token": "for", | |
| "share_a": 1.0, | |
| "share_b": 0.8, | |
| "ratio": 1.25 | |
| }, | |
| { | |
| "token": "this", | |
| "share_a": 1.0, | |
| "share_b": 0.815, | |
| "ratio": 1.23 | |
| } | |
| ], | |
| "spam_as_phish_tokens": [] | |
| } | |
| }, | |
| "plots": { | |
| "confusion_matrix": "/home/nathank/BITS/dev/Phishing Model/reports/confusion_matrix_test3.png", | |
| "confusion_matrix3": "/home/nathank/BITS/dev/Phishing Model/reports/confusion_matrix3_test3.png", | |
| "roc_curve": "/home/nathank/BITS/dev/Phishing Model/reports/roc_curve_test3.png", | |
| "pr_curve": "/home/nathank/BITS/dev/Phishing Model/reports/pr_curve_test3.png", | |
| "eval_finetune_curves": "/home/nathank/BITS/dev/Phishing Model/reports/eval_finetune_curves_test3.png", | |
| "eval_pretrain_curves": "/home/nathank/BITS/dev/Phishing Model/reports/eval_pretrain_curves_test3.png" | |
| } | |
| } | |