Text Classification
Transformers
Safetensors
English
modernbert
cyber-threat-intelligence
mitre-attack
multi-label-classification
defensive-security
blue-team
threat-intelligence
text-embeddings-inference
Instructions to use ctokx/cti-attack-mapper-modernbert with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ctokx/cti-attack-mapper-modernbert with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ctokx/cti-attack-mapper-modernbert")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ctokx/cti-attack-mapper-modernbert") model = AutoModelForSequenceClassification.from_pretrained("ctokx/cti-attack-mapper-modernbert", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "run": "modernbert__random", | |
| "base_model": "answerdotai/ModernBERT-base", | |
| "split_scheme": "random", | |
| "best_epoch": 5, | |
| "dev_macro_f1": 0.5042, | |
| "global_threshold": { | |
| "threshold": 0.55, | |
| "micro_f1": 0.557, | |
| "macro_f1": 0.5045, | |
| "micro_precision": 0.5038, | |
| "micro_recall": 0.6228, | |
| "macro_precision": 0.5067, | |
| "macro_recall": 0.5544, | |
| "n_examples": 2767, | |
| "n_positive_labels": 737, | |
| "per_class": { | |
| "T1003.001": { | |
| "precision": 0.5294, | |
| "recall": 0.5294, | |
| "f1": 0.5294, | |
| "support": 17, | |
| "predicted": 17 | |
| }, | |
| "T1005": { | |
| "precision": 0.25, | |
| "recall": 0.5, | |
| "f1": 0.3333, | |
| "support": 12, | |
| "predicted": 24 | |
| }, | |
| "T1012": { | |
| "precision": 0.4, | |
| "recall": 0.5, | |
| "f1": 0.4444, | |
| "support": 4, | |
| "predicted": 5 | |
| }, | |
| "T1016": { | |
| "precision": 0.5, | |
| "recall": 0.3333, | |
| "f1": 0.4, | |
| "support": 9, | |
| "predicted": 6 | |
| }, | |
| "T1021.001": { | |
| "precision": 0.5625, | |
| "recall": 0.5625, | |
| "f1": 0.5625, | |
| "support": 16, | |
| "predicted": 16 | |
| }, | |
| "T1027": { | |
| "precision": 0.437, | |
| "recall": 0.6146, | |
| "f1": 0.5108, | |
| "support": 96, | |
| "predicted": 135 | |
| }, | |
| "T1033": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 6, | |
| "predicted": 2 | |
| }, | |
| "T1036.005": { | |
| "precision": 0.25, | |
| "recall": 0.25, | |
| "f1": 0.25, | |
| "support": 8, | |
| "predicted": 8 | |
| }, | |
| "T1041": { | |
| "precision": 0.3158, | |
| "recall": 0.4615, | |
| "f1": 0.375, | |
| "support": 13, | |
| "predicted": 19 | |
| }, | |
| "T1047": { | |
| "precision": 0.5556, | |
| "recall": 0.5, | |
| "f1": 0.5263, | |
| "support": 10, | |
| "predicted": 9 | |
| }, | |
| "T1053.005": { | |
| "precision": 0.6471, | |
| "recall": 0.7857, | |
| "f1": 0.7097, | |
| "support": 14, | |
| "predicted": 17 | |
| }, | |
| "T1055": { | |
| "precision": 0.5556, | |
| "recall": 0.6977, | |
| "f1": 0.6186, | |
| "support": 43, | |
| "predicted": 54 | |
| }, | |
| "T1056.001": { | |
| "precision": 0.8571, | |
| "recall": 1.0, | |
| "f1": 0.9231, | |
| "support": 6, | |
| "predicted": 7 | |
| }, | |
| "T1057": { | |
| "precision": 0.6364, | |
| "recall": 0.5833, | |
| "f1": 0.6087, | |
| "support": 12, | |
| "predicted": 11 | |
| }, | |
| "T1059.003": { | |
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| "recall": 0.6667, | |
| "f1": 0.531, | |
| "support": 45, | |
| "predicted": 68 | |
| }, | |
| "T1068": { | |
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| "f1": 0.0, | |
| "support": 1, | |
| "predicted": 0 | |
| }, | |
| "T1070.004": { | |
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| "recall": 0.7333, | |
| "f1": 0.4889, | |
| "support": 15, | |
| "predicted": 30 | |
| }, | |
| "T1071.001": { | |
| "precision": 0.6333, | |
| "recall": 0.6786, | |
| "f1": 0.6552, | |
| "support": 28, | |
| "predicted": 30 | |
| }, | |
| "T1072": { | |
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| "f1": 0.0, | |
| "support": 2, | |
| "predicted": 1 | |
| }, | |
| "T1074.001": { | |
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| "recall": 0.3333, | |
| "f1": 0.4, | |
| "support": 3, | |
| "predicted": 2 | |
| }, | |
| "T1078": { | |
| "precision": 0.2812, | |
| "recall": 0.4286, | |
| "f1": 0.3396, | |
| "support": 21, | |
| "predicted": 32 | |
| }, | |
| "T1082": { | |
| "precision": 0.4667, | |
| "recall": 0.4118, | |
| "f1": 0.4375, | |
| "support": 17, | |
| "predicted": 15 | |
| }, | |
| "T1083": { | |
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| "f1": 0.1818, | |
| "support": 13, | |
| "predicted": 20 | |
| }, | |
| "T1090": { | |
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| "f1": 0.6857, | |
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| "predicted": 17 | |
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| "T1095": { | |
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| "predicted": 14 | |
| }, | |
| "T1105": { | |
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| "f1": 0.5263, | |
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| "predicted": 55 | |
| }, | |
| "T1106": { | |
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| "f1": 0.5614, | |
| "support": 21, | |
| "predicted": 36 | |
| }, | |
| "T1110": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571, | |
| "support": 3, | |
| "predicted": 4 | |
| }, | |
| "T1112": { | |
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| "support": 15, | |
| "predicted": 33 | |
| }, | |
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| "f1": 0.75, | |
| "support": 8, | |
| "predicted": 8 | |
| }, | |
| "T1140": { | |
| "precision": 0.7297, | |
| "recall": 0.806, | |
| "f1": 0.766, | |
| "support": 67, | |
| "predicted": 74 | |
| }, | |
| "T1190": { | |
| "precision": 0.6, | |
| "recall": 0.2308, | |
| "f1": 0.3333, | |
| "support": 13, | |
| "predicted": 5 | |
| }, | |
| "T1204.002": { | |
| "precision": 0.3333, | |
| "recall": 0.4, | |
| "f1": 0.3636, | |
| "support": 10, | |
| "predicted": 12 | |
| }, | |
| "T1210": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 2, | |
| "predicted": 2 | |
| }, | |
| "T1218.011": { | |
| "precision": 0.7778, | |
| "recall": 0.6364, | |
| "f1": 0.7, | |
| "support": 11, | |
| "predicted": 9 | |
| }, | |
| "T1219": { | |
| "precision": 0.5714, | |
| "recall": 1.0, | |
| "f1": 0.7273, | |
| "support": 4, | |
| "predicted": 7 | |
| }, | |
| "T1484.001": { | |
| "precision": 1.0, | |
| "recall": 0.5, | |
| "f1": 0.6667, | |
| "support": 4, | |
| "predicted": 2 | |
| }, | |
| "T1518.001": { | |
| "precision": 1.0, | |
| "recall": 0.25, | |
| "f1": 0.4, | |
| "support": 4, | |
| "predicted": 1 | |
| }, | |
| "T1543.003": { | |
| "precision": 0.5, | |
| "recall": 0.75, | |
| "f1": 0.6, | |
| "support": 4, | |
| "predicted": 6 | |
| }, | |
| "T1547.001": { | |
| "precision": 0.75, | |
| "recall": 0.6, | |
| "f1": 0.6667, | |
| "support": 10, | |
| "predicted": 8 | |
| }, | |
| "T1548.002": { | |
| "precision": 1.0, | |
| "recall": 0.6667, | |
| "f1": 0.8, | |
| "support": 6, | |
| "predicted": 4 | |
| }, | |
| "T1552.001": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 3, | |
| "predicted": 0 | |
| }, | |
| "T1562.001": { | |
| "precision": 0.6471, | |
| "recall": 0.8462, | |
| "f1": 0.7333, | |
| "support": 13, | |
| "predicted": 17 | |
| }, | |
| "T1564.001": { | |
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| "recall": 1.0, | |
| "f1": 0.5, | |
| "support": 1, | |
| "predicted": 3 | |
| }, | |
| "T1566.001": { | |
| "precision": 0.619, | |
| "recall": 0.8667, | |
| "f1": 0.7222, | |
| "support": 15, | |
| "predicted": 21 | |
| }, | |
| "T1569.002": { | |
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| "f1": 0.5, | |
| "support": 2, | |
| "predicted": 2 | |
| }, | |
| "T1570": { | |
| "precision": 0.8571, | |
| "recall": 0.4615, | |
| "f1": 0.6, | |
| "support": 13, | |
| "predicted": 7 | |
| }, | |
| "T1573.001": { | |
| "precision": 0.3, | |
| "recall": 0.6667, | |
| "f1": 0.4138, | |
| "support": 9, | |
| "predicted": 20 | |
| }, | |
| "T1574.002": { | |
| "precision": 0.875, | |
| "recall": 0.7778, | |
| "f1": 0.8235, | |
| "support": 18, | |
| "predicted": 16 | |
| } | |
| } | |
| }, | |
| "per_class_threshold": { | |
| "thresholds": { | |
| "T1003.001": 0.6, | |
| "T1005": 0.35, | |
| "T1012": 0.45, | |
| "T1016": 0.2, | |
| "T1021.001": 0.65, | |
| "T1027": 0.65, | |
| "T1033": 0.3, | |
| "T1036.005": 0.9, | |
| "T1041": 0.45, | |
| "T1047": 0.3, | |
| "T1053.005": 0.9, | |
| "T1055": 0.75, | |
| "T1056.001": 0.8, | |
| "T1057": 0.5, | |
| "T1059.003": 0.55, | |
| "T1068": 0.05, | |
| "T1070.004": 0.75, | |
| "T1071.001": 0.85, | |
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| "T1078": 0.8, | |
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| "T1106": 0.7, | |
| "T1110": 0.55, | |
| "T1112": 0.55, | |
| "T1113": 0.7, | |
| "T1140": 0.7, | |
| "T1190": 0.2, | |
| "T1204.002": 0.7, | |
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| "T1574.002": 0.6 | |
| }, | |
| "micro_f1": 0.5399, | |
| "macro_f1": 0.4822, | |
| "micro_precision": 0.4994, | |
| "micro_recall": 0.5875, | |
| "macro_precision": 0.4959, | |
| "macro_recall": 0.5294, | |
| "n_examples": 2767, | |
| "n_positive_labels": 737, | |
| "per_class": { | |
| "T1003.001": { | |
| "precision": 0.5, | |
| "recall": 0.4706, | |
| "f1": 0.4848, | |
| "support": 17, | |
| "predicted": 16 | |
| }, | |
| "T1005": { | |
| "precision": 0.2188, | |
| "recall": 0.5833, | |
| "f1": 0.3182, | |
| "support": 12, | |
| "predicted": 32 | |
| }, | |
| "T1012": { | |
| "precision": 0.3333, | |
| "recall": 0.5, | |
| "f1": 0.4, | |
| "support": 4, | |
| "predicted": 6 | |
| }, | |
| "T1016": { | |
| "precision": 0.4, | |
| "recall": 0.4444, | |
| "f1": 0.4211, | |
| "support": 9, | |
| "predicted": 10 | |
| }, | |
| "T1021.001": { | |
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| "f1": 0.5806, | |
| "support": 16, | |
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| "T1027": { | |
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| "f1": 0.5377, | |
| "support": 96, | |
| "predicted": 116 | |
| }, | |
| "T1033": { | |
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| }, | |
| "T1036.005": { | |
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| "predicted": 1 | |
| }, | |
| "T1041": { | |
| "precision": 0.2692, | |
| "recall": 0.5385, | |
| "f1": 0.359, | |
| "support": 13, | |
| "predicted": 26 | |
| }, | |
| "T1047": { | |
| "precision": 0.5556, | |
| "recall": 0.5, | |
| "f1": 0.5263, | |
| "support": 10, | |
| "predicted": 9 | |
| }, | |
| "T1053.005": { | |
| "precision": 0.7692, | |
| "recall": 0.7143, | |
| "f1": 0.7407, | |
| "support": 14, | |
| "predicted": 13 | |
| }, | |
| "T1055": { | |
| "precision": 0.617, | |
| "recall": 0.6744, | |
| "f1": 0.6444, | |
| "support": 43, | |
| "predicted": 47 | |
| }, | |
| "T1056.001": { | |
| "precision": 1.0, | |
| "recall": 0.8333, | |
| "f1": 0.9091, | |
| "support": 6, | |
| "predicted": 5 | |
| }, | |
| "T1057": { | |
| "precision": 0.5, | |
| "recall": 0.5833, | |
| "f1": 0.5385, | |
| "support": 12, | |
| "predicted": 14 | |
| }, | |
| "T1059.003": { | |
| "precision": 0.4412, | |
| "recall": 0.6667, | |
| "f1": 0.531, | |
| "support": 45, | |
| "predicted": 68 | |
| }, | |
| "T1068": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 1, | |
| "predicted": 13 | |
| }, | |
| "T1070.004": { | |
| "precision": 0.4737, | |
| "recall": 0.6, | |
| "f1": 0.5294, | |
| "support": 15, | |
| "predicted": 19 | |
| }, | |
| "T1071.001": { | |
| "precision": 0.7368, | |
| "recall": 0.5, | |
| "f1": 0.5957, | |
| "support": 28, | |
| "predicted": 19 | |
| }, | |
| "T1072": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 2, | |
| "predicted": 13 | |
| }, | |
| "T1074.001": { | |
| "precision": 0.0588, | |
| "recall": 0.3333, | |
| "f1": 0.1, | |
| "support": 3, | |
| "predicted": 17 | |
| }, | |
| "T1078": { | |
| "precision": 0.4375, | |
| "recall": 0.3333, | |
| "f1": 0.3784, | |
| "support": 21, | |
| "predicted": 16 | |
| }, | |
| "T1082": { | |
| "precision": 0.3103, | |
| "recall": 0.5294, | |
| "f1": 0.3913, | |
| "support": 17, | |
| "predicted": 29 | |
| }, | |
| "T1083": { | |
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| "recall": 0.0769, | |
| "f1": 0.1111, | |
| "support": 13, | |
| "predicted": 5 | |
| }, | |
| "T1090": { | |
| "precision": 0.7059, | |
| "recall": 0.6667, | |
| "f1": 0.6857, | |
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| "predicted": 17 | |
| }, | |
| "T1095": { | |
| "precision": 0.5, | |
| "recall": 0.75, | |
| "f1": 0.6, | |
| "support": 12, | |
| "predicted": 18 | |
| }, | |
| "T1105": { | |
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| "recall": 0.625, | |
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| }, | |
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| }, | |
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| }, | |
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| "predicted": 33 | |
| }, | |
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| }, | |
| "T1140": { | |
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| "predicted": 68 | |
| }, | |
| "T1190": { | |
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| "f1": 0.3704, | |
| "support": 13, | |
| "predicted": 14 | |
| }, | |
| "T1204.002": { | |
| "precision": 0.4444, | |
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| "predicted": 9 | |
| }, | |
| "T1210": { | |
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| "f1": 0.0, | |
| "support": 2, | |
| "predicted": 10 | |
| }, | |
| "T1218.011": { | |
| "precision": 0.7, | |
| "recall": 0.6364, | |
| "f1": 0.6667, | |
| "support": 11, | |
| "predicted": 10 | |
| }, | |
| "T1219": { | |
| "precision": 0.5, | |
| "recall": 1.0, | |
| "f1": 0.6667, | |
| "support": 4, | |
| "predicted": 8 | |
| }, | |
| "T1484.001": { | |
| "precision": 1.0, | |
| "recall": 0.5, | |
| "f1": 0.6667, | |
| "support": 4, | |
| "predicted": 2 | |
| }, | |
| "T1518.001": { | |
| "precision": 0.0, | |
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| "f1": 0.0, | |
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| "predicted": 0 | |
| }, | |
| "T1543.003": { | |
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