Text Classification
Transformers
Safetensors
multilingual
distilbert
phishing
email-security
text-embeddings-inference
Instructions to use eugenioderodev/fishstop-bert with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use eugenioderodev/fishstop-bert with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="eugenioderodev/fishstop-bert")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("eugenioderodev/fishstop-bert") model = AutoModelForSequenceClassification.from_pretrained("eugenioderodev/fishstop-bert", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "trained_at": "2026-07-23T11:57:41.358736+00:00", | |
| "base_model": "distilbert/distilbert-base-multilingual-cased", | |
| "dataset": "/content/drive/MyDrive/FishSTOP/data/processed/fishstop_train_complete.csv", | |
| "dataset_sha256": "c89e1f5d2bb92b5a5dd5beb8a235a798932ed19eb9d75c2f740a94b5fd450816", | |
| "rows": { | |
| "test": 3810, | |
| "train": 13581, | |
| "validation": 1906 | |
| }, | |
| "labels": { | |
| "0": "LEGITIMATE", | |
| "1": "MALICIOUS" | |
| }, | |
| "epochs": 4, | |
| "best_validation_email_f1": 0.9872773536895675, | |
| "sources_by_split": { | |
| "test": [ | |
| "enron", | |
| "github_phishing_pot", | |
| "nazario_phishing-2022", | |
| "nazario_phishing-2023", | |
| "nazario_phishing-2024", | |
| "nazario_phishing-2025", | |
| "spamassassin_easy_ham", | |
| "spamassassin_hard_ham", | |
| "spaphish", | |
| "zenodo_2024" | |
| ], | |
| "train": [ | |
| "enron", | |
| "github_phishing_pot", | |
| "nazario_phishing-2022", | |
| "nazario_phishing-2023", | |
| "nazario_phishing-2024", | |
| "nazario_phishing-2025", | |
| "spamassassin_easy_ham", | |
| "spamassassin_hard_ham", | |
| "spaphish", | |
| "synthetic_modern_v2", | |
| "zenodo_2024" | |
| ], | |
| "validation": [ | |
| "enron", | |
| "github_phishing_pot", | |
| "nazario_phishing-2022", | |
| "nazario_phishing-2023", | |
| "nazario_phishing-2024", | |
| "nazario_phishing-2025", | |
| "spamassassin_easy_ham", | |
| "spamassassin_hard_ham", | |
| "spaphish", | |
| "zenodo_2024" | |
| ] | |
| }, | |
| "dataset_audit": { | |
| "class_counts_by_split": { | |
| "test": { | |
| "0": 2244, | |
| "1": 1566 | |
| }, | |
| "train": { | |
| "0": 7976, | |
| "1": 5605 | |
| }, | |
| "validation": { | |
| "0": 1122, | |
| "1": 784 | |
| } | |
| }, | |
| "sources_by_split_and_label": { | |
| "test": { | |
| "enron": { | |
| "0": 1555 | |
| }, | |
| "github_phishing_pot": { | |
| "1": 1180 | |
| }, | |
| "nazario_phishing-2022": { | |
| "1": 33 | |
| }, | |
| "nazario_phishing-2023": { | |
| "1": 66 | |
| }, | |
| "nazario_phishing-2024": { | |
| "1": 65 | |
| }, | |
| "nazario_phishing-2025": { | |
| "1": 83 | |
| }, | |
| "spamassassin_easy_ham": { | |
| "0": 494 | |
| }, | |
| "spamassassin_hard_ham": { | |
| "0": 48 | |
| }, | |
| "spaphish": { | |
| "0": 132, | |
| "1": 135 | |
| }, | |
| "zenodo_2024": { | |
| "0": 15, | |
| "1": 4 | |
| } | |
| }, | |
| "train": { | |
| "enron": { | |
| "0": 5442 | |
| }, | |
| "github_phishing_pot": { | |
| "1": 4132 | |
| }, | |
| "nazario_phishing-2022": { | |
| "1": 117 | |
| }, | |
| "nazario_phishing-2023": { | |
| "1": 233 | |
| }, | |
| "nazario_phishing-2024": { | |
| "1": 228 | |
| }, | |
| "nazario_phishing-2025": { | |
| "1": 291 | |
| }, | |
| "spamassassin_easy_ham": { | |
| "0": 1729 | |
| }, | |
| "spamassassin_hard_ham": { | |
| "0": 169 | |
| }, | |
| "spaphish": { | |
| "0": 464, | |
| "1": 471 | |
| }, | |
| "synthetic_modern_v2": { | |
| "0": 120, | |
| "1": 120 | |
| }, | |
| "zenodo_2024": { | |
| "0": 52, | |
| "1": 13 | |
| } | |
| }, | |
| "validation": { | |
| "enron": { | |
| "0": 778 | |
| }, | |
| "github_phishing_pot": { | |
| "1": 590 | |
| }, | |
| "nazario_phishing-2022": { | |
| "1": 17 | |
| }, | |
| "nazario_phishing-2023": { | |
| "1": 33 | |
| }, | |
| "nazario_phishing-2024": { | |
| "1": 33 | |
| }, | |
| "nazario_phishing-2025": { | |
| "1": 42 | |
| }, | |
| "spamassassin_easy_ham": { | |
| "0": 247 | |
| }, | |
| "spamassassin_hard_ham": { | |
| "0": 24 | |
| }, | |
| "spaphish": { | |
| "0": 66, | |
| "1": 67 | |
| }, | |
| "zenodo_2024": { | |
| "0": 7, | |
| "1": 2 | |
| } | |
| } | |
| }, | |
| "real_train_sources_per_label": { | |
| "0": [ | |
| "enron", | |
| "spamassassin_easy_ham", | |
| "spamassassin_hard_ham", | |
| "spaphish", | |
| "zenodo_2024" | |
| ], | |
| "1": [ | |
| "github_phishing_pot", | |
| "nazario_phishing-2022", | |
| "nazario_phishing-2023", | |
| "nazario_phishing-2024", | |
| "nazario_phishing-2025", | |
| "spaphish", | |
| "zenodo_2024" | |
| ] | |
| }, | |
| "train_class_weights": { | |
| "0": 0.8513665997993982, | |
| "1": 1.211507582515611 | |
| }, | |
| "warnings": [ | |
| "No language column is present, so multilingual coverage cannot be measured or stratified." | |
| ] | |
| }, | |
| "validation_multi_chunk_emails": 421, | |
| "test_multi_chunk_emails": 812, | |
| "calibration": { | |
| "version": 1, | |
| "method": "temperature_scaling", | |
| "temperature": 1.7604503631591797, | |
| "threshold": 0.5985404849052429, | |
| "band": 0.0, | |
| "positive_label_id": 1, | |
| "validation_f1_at_threshold": 0.9872773536895675, | |
| "selective_accuracy": 0.9895068205666316, | |
| "selective_coverage": 1.0, | |
| "target_selective_accuracy": 0.95, | |
| "minimum_selective_coverage": 0.8, | |
| "model_type": "distilbert", | |
| "aggregation": "maximum_positive_logit_margin", | |
| "max_length": 512, | |
| "stride": 128, | |
| "max_chunks": 8, | |
| "dataset_sha256": "c89e1f5d2bb92b5a5dd5beb8a235a798932ed19eb9d75c2f740a94b5fd450816" | |
| }, | |
| "test_metrics": { | |
| "accuracy": 0.9845144356955381, | |
| "precision": 0.9851899549259497, | |
| "recall": 0.9770114942528736, | |
| "f1": 0.9810836806668805, | |
| "confusion_matrix": [ | |
| [ | |
| 2221, | |
| 23 | |
| ], | |
| [ | |
| 36, | |
| 1530 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9845144356955381 | |
| }, | |
| "test_metrics_by_source": { | |
| "enron": { | |
| "accuracy": 0.9948553054662379, | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "confusion_matrix": [ | |
| [ | |
| 1547, | |
| 8 | |
| ], | |
| [ | |
| 0, | |
| 0 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9948553054662379, | |
| "rows": 1555 | |
| }, | |
| "github_phishing_pot": { | |
| "accuracy": 0.9830508474576272, | |
| "precision": 1.0, | |
| "recall": 0.9830508474576272, | |
| "f1": 0.9914529914529915, | |
| "confusion_matrix": [ | |
| [ | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 20, | |
| 1160 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9830508474576272, | |
| "rows": 1180 | |
| }, | |
| "nazario_phishing-2022": { | |
| "accuracy": 0.9696969696969697, | |
| "precision": 1.0, | |
| "recall": 0.9696969696969697, | |
| "f1": 0.9846153846153847, | |
| "confusion_matrix": [ | |
| [ | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 1, | |
| 32 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9696969696969697, | |
| "rows": 33 | |
| }, | |
| "nazario_phishing-2023": { | |
| "accuracy": 1.0, | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "confusion_matrix": [ | |
| [ | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 66 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 1.0, | |
| "rows": 66 | |
| }, | |
| "nazario_phishing-2024": { | |
| "accuracy": 1.0, | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "confusion_matrix": [ | |
| [ | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 65 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 1.0, | |
| "rows": 65 | |
| }, | |
| "nazario_phishing-2025": { | |
| "accuracy": 0.9518072289156626, | |
| "precision": 1.0, | |
| "recall": 0.9518072289156626, | |
| "f1": 0.9753086419753086, | |
| "confusion_matrix": [ | |
| [ | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 4, | |
| 79 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9518072289156626, | |
| "rows": 83 | |
| }, | |
| "spamassassin_easy_ham": { | |
| "accuracy": 0.9939271255060729, | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "confusion_matrix": [ | |
| [ | |
| 491, | |
| 3 | |
| ], | |
| [ | |
| 0, | |
| 0 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9939271255060729, | |
| "rows": 494 | |
| }, | |
| "spamassassin_hard_ham": { | |
| "accuracy": 0.9583333333333334, | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "confusion_matrix": [ | |
| [ | |
| 46, | |
| 2 | |
| ], | |
| [ | |
| 0, | |
| 0 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9583333333333334, | |
| "rows": 48 | |
| }, | |
| "spaphish": { | |
| "accuracy": 0.9213483146067416, | |
| "precision": 0.9253731343283582, | |
| "recall": 0.9185185185185185, | |
| "f1": 0.9219330855018587, | |
| "confusion_matrix": [ | |
| [ | |
| 122, | |
| 10 | |
| ], | |
| [ | |
| 11, | |
| 124 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 0.9213483146067416, | |
| "rows": 267 | |
| }, | |
| "zenodo_2024": { | |
| "accuracy": 1.0, | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "confusion_matrix": [ | |
| [ | |
| 15, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 4 | |
| ] | |
| ], | |
| "selective_coverage": 1.0, | |
| "selective_accuracy": 1.0, | |
| "rows": 19 | |
| } | |
| } | |
| } |