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": "ensemble_tfidf_modernbert", | |
| "split_scheme": "document", | |
| "alpha": 0.7, | |
| "alpha_meaning": "scores = alpha*tfidf + (1-alpha)*bert", | |
| "dev_macro_f1_at_best_alpha": 0.4745, | |
| "global_threshold": { | |
| "threshold": 0.2, | |
| "micro_f1": 0.4696, | |
| "macro_f1": 0.4504, | |
| "micro_precision": 0.3394, | |
| "micro_recall": 0.7618, | |
| "macro_precision": 0.3711, | |
| "macro_recall": 0.6685, | |
| "n_examples": 3635, | |
| "n_positive_labels": 911, | |
| "per_class": { | |
| "T1003.001": { | |
| "precision": 0.4048, | |
| "recall": 0.8095, | |
| "f1": 0.5397, | |
| "support": 21, | |
| "predicted": 42 | |
| }, | |
| "T1005": { | |
| "precision": 0.0563, | |
| "recall": 0.5, | |
| "f1": 0.1013, | |
| "support": 8, | |
| "predicted": 71 | |
| }, | |
| "T1012": { | |
| "precision": 0.1875, | |
| "recall": 0.75, | |
| "f1": 0.3, | |
| "support": 4, | |
| "predicted": 16 | |
| }, | |
| "T1016": { | |
| "precision": 0.2778, | |
| "recall": 0.4545, | |
| "f1": 0.3448, | |
| "support": 11, | |
| "predicted": 18 | |
| }, | |
| "T1021.001": { | |
| "precision": 0.3077, | |
| "recall": 1.0, | |
| "f1": 0.4706, | |
| "support": 12, | |
| "predicted": 39 | |
| }, | |
| "T1027": { | |
| "precision": 0.2917, | |
| "recall": 0.8235, | |
| "f1": 0.4308, | |
| "support": 102, | |
| "predicted": 288 | |
| }, | |
| "T1033": { | |
| "precision": 0.5, | |
| "recall": 0.9231, | |
| "f1": 0.6486, | |
| "support": 13, | |
| "predicted": 24 | |
| }, | |
| "T1036.005": { | |
| "precision": 0.2308, | |
| "recall": 0.6, | |
| "f1": 0.3333, | |
| "support": 10, | |
| "predicted": 26 | |
| }, | |
| "T1041": { | |
| "precision": 0.2105, | |
| "recall": 0.7059, | |
| "f1": 0.3243, | |
| "support": 17, | |
| "predicted": 57 | |
| }, | |
| "T1047": { | |
| "precision": 0.6579, | |
| "recall": 0.8929, | |
| "f1": 0.7576, | |
| "support": 28, | |
| "predicted": 38 | |
| }, | |
| "T1053.005": { | |
| "precision": 0.5319, | |
| "recall": 0.9615, | |
| "f1": 0.6849, | |
| "support": 26, | |
| "predicted": 47 | |
| }, | |
| "T1055": { | |
| "precision": 0.4459, | |
| "recall": 0.825, | |
| "f1": 0.5789, | |
| "support": 40, | |
| "predicted": 74 | |
| }, | |
| "T1056.001": { | |
| "precision": 0.7143, | |
| "recall": 1.0, | |
| "f1": 0.8333, | |
| "support": 15, | |
| "predicted": 21 | |
| }, | |
| "T1057": { | |
| "precision": 0.3448, | |
| "recall": 0.6667, | |
| "f1": 0.4545, | |
| "support": 15, | |
| "predicted": 29 | |
| }, | |
| "T1059.003": { | |
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| "recall": 0.8039, | |
| "f1": 0.453, | |
| "support": 51, | |
| "predicted": 130 | |
| }, | |
| "T1068": { | |
| "precision": 1.0, | |
| "recall": 0.3333, | |
| "f1": 0.5, | |
| "support": 3, | |
| "predicted": 1 | |
| }, | |
| "T1070.004": { | |
| "precision": 0.3103, | |
| "recall": 0.75, | |
| "f1": 0.439, | |
| "support": 12, | |
| "predicted": 29 | |
| }, | |
| "T1071.001": { | |
| "precision": 0.2466, | |
| "recall": 0.8571, | |
| "f1": 0.383, | |
| "support": 21, | |
| "predicted": 73 | |
| }, | |
| "T1072": { | |
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| "f1": 0.0, | |
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| "predicted": 0 | |
| }, | |
| "T1074.001": { | |
| "precision": 0.1333, | |
| "recall": 0.6667, | |
| "f1": 0.2222, | |
| "support": 3, | |
| "predicted": 15 | |
| }, | |
| "T1078": { | |
| "precision": 0.1619, | |
| "recall": 0.7391, | |
| "f1": 0.2656, | |
| "support": 23, | |
| "predicted": 105 | |
| }, | |
| "T1082": { | |
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| "recall": 0.5417, | |
| "f1": 0.3133, | |
| "support": 24, | |
| "predicted": 59 | |
| }, | |
| "T1083": { | |
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| "recall": 0.6667, | |
| "f1": 0.3226, | |
| "support": 15, | |
| "predicted": 47 | |
| }, | |
| "T1090": { | |
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| "support": 23, | |
| "predicted": 46 | |
| }, | |
| "T1095": { | |
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| "f1": 0.3333, | |
| "support": 3, | |
| "predicted": 3 | |
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| "T1105": { | |
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| "f1": 0.4348, | |
| "support": 57, | |
| "predicted": 150 | |
| }, | |
| "T1106": { | |
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| "recall": 0.7059, | |
| "f1": 0.4898, | |
| "support": 34, | |
| "predicted": 64 | |
| }, | |
| "T1110": { | |
| "precision": 0.5517, | |
| "recall": 0.8421, | |
| "f1": 0.6667, | |
| "support": 19, | |
| "predicted": 29 | |
| }, | |
| "T1112": { | |
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| "recall": 0.8571, | |
| "f1": 0.3934, | |
| "support": 14, | |
| "predicted": 47 | |
| }, | |
| "T1113": { | |
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| "recall": 1.0, | |
| "f1": 0.6429, | |
| "support": 9, | |
| "predicted": 19 | |
| }, | |
| "T1140": { | |
| "precision": 0.5328, | |
| "recall": 0.9559, | |
| "f1": 0.6842, | |
| "support": 68, | |
| "predicted": 122 | |
| }, | |
| "T1190": { | |
| "precision": 0.2903, | |
| "recall": 0.6, | |
| "f1": 0.3913, | |
| "support": 15, | |
| "predicted": 31 | |
| }, | |
| "T1204.002": { | |
| "precision": 0.3, | |
| "recall": 0.6, | |
| "f1": 0.4, | |
| "support": 15, | |
| "predicted": 30 | |
| }, | |
| "T1210": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 2, | |
| "predicted": 2 | |
| }, | |
| "T1218.011": { | |
| "precision": 0.6, | |
| "recall": 0.6429, | |
| "f1": 0.6207, | |
| "support": 14, | |
| "predicted": 15 | |
| }, | |
| "T1219": { | |
| "precision": 0.4375, | |
| "recall": 0.3684, | |
| "f1": 0.4, | |
| "support": 19, | |
| "predicted": 16 | |
| }, | |
| "T1484.001": { | |
| "precision": 0.5, | |
| "recall": 0.4, | |
| "f1": 0.4444, | |
| "support": 5, | |
| "predicted": 4 | |
| }, | |
| "T1518.001": { | |
| "precision": 0.2857, | |
| "recall": 0.5714, | |
| "f1": 0.381, | |
| "support": 7, | |
| "predicted": 14 | |
| }, | |
| "T1543.003": { | |
| "precision": 0.6667, | |
| "recall": 0.7692, | |
| "f1": 0.7143, | |
| "support": 13, | |
| "predicted": 15 | |
| }, | |
| "T1547.001": { | |
| "precision": 0.4333, | |
| "recall": 0.8125, | |
| "f1": 0.5652, | |
| "support": 16, | |
| "predicted": 30 | |
| }, | |
| "T1548.002": { | |
| "precision": 0.6667, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "support": 2, | |
| "predicted": 3 | |
| }, | |
| "T1552.001": { | |
| "precision": 0.1667, | |
| "recall": 0.25, | |
| "f1": 0.2, | |
| "support": 4, | |
| "predicted": 6 | |
| }, | |
| "T1562.001": { | |
| "precision": 0.6176, | |
| "recall": 0.8077, | |
| "f1": 0.7, | |
| "support": 26, | |
| "predicted": 34 | |
| }, | |
| "T1564.001": { | |
| "precision": 0.5, | |
| "recall": 0.6667, | |
| "f1": 0.5714, | |
| "support": 3, | |
| "predicted": 4 | |
| }, | |
| "T1566.001": { | |
| "precision": 0.24, | |
| "recall": 0.4615, | |
| "f1": 0.3158, | |
| "support": 13, | |
| "predicted": 25 | |
| }, | |
| "T1569.002": { | |
| "precision": 0.2, | |
| "recall": 0.2, | |
| "f1": 0.2, | |
| "support": 5, | |
| "predicted": 5 | |
| }, | |
| "T1570": { | |
| "precision": 0.1333, | |
| "recall": 0.6667, | |
| "f1": 0.2222, | |
| "support": 6, | |
| "predicted": 30 | |
| }, | |
| "T1573.001": { | |
| "precision": 0.4783, | |
| "recall": 0.6875, | |
| "f1": 0.5641, | |
| "support": 16, | |
| "predicted": 23 | |
| }, | |
| "T1574.002": { | |
| "precision": 0.7586, | |
| "recall": 0.8462, | |
| "f1": 0.8, | |
| "support": 26, | |
| "predicted": 29 | |
| } | |
| } | |
| }, | |
| "per_class_threshold": { | |
| "thresholds": { | |
| "T1003.001": 0.7, | |
| "T1005": 0.7, | |
| "T1012": 0.2, | |
| "T1016": 0.25, | |
| "T1021.001": 0.55, | |
| "T1027": 0.4, | |
| "T1033": 0.35, | |
| "T1036.005": 0.15, | |
| "T1041": 0.5, | |
| "T1047": 0.15, | |
| "T1053.005": 0.4, | |
| "T1055": 0.55, | |
| "T1056.001": 0.35, | |
| "T1057": 0.5, | |
| "T1059.003": 0.7, | |
| "T1068": 0.2, | |
| "T1070.004": 0.2, | |
| "T1071.001": 0.6, | |
| "T1072": 0.05, | |
| "T1074.001": 0.05, | |
| "T1078": 0.4, | |
| "T1082": 0.8, | |
| "T1083": 0.35, | |
| "T1090": 0.3, | |
| "T1095": 0.2, | |
| "T1105": 0.65, | |
| "T1106": 0.5, | |
| "T1110": 0.3, | |
| "T1112": 0.9, | |
| "T1113": 0.1, | |
| "T1140": 0.45, | |
| "T1190": 0.3, | |
| "T1204.002": 0.3, | |
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| "T1219": 0.15, | |
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| "T1543.003": 0.4, | |
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| "T1569.002": 0.1, | |
| "T1570": 0.65, | |
| "T1573.001": 0.2, | |
| "T1574.002": 0.2 | |
| }, | |
| "micro_f1": 0.5243, | |
| "macro_f1": 0.4965, | |
| "micro_precision": 0.45, | |
| "micro_recall": 0.6279, | |
| "macro_precision": 0.4821, | |
| "macro_recall": 0.6089, | |
| "n_examples": 3635, | |
| "n_positive_labels": 911, | |
| "per_class": { | |
| "T1003.001": { | |
| "precision": 0.7143, | |
| "recall": 0.7143, | |
| "f1": 0.7143, | |
| "support": 21, | |
| "predicted": 21 | |
| }, | |
| "T1005": { | |
| "precision": 0.375, | |
| "recall": 0.375, | |
| "f1": 0.375, | |
| "support": 8, | |
| "predicted": 8 | |
| }, | |
| "T1012": { | |
| "precision": 0.1875, | |
| "recall": 0.75, | |
| "f1": 0.3, | |
| "support": 4, | |
| "predicted": 16 | |
| }, | |
| "T1016": { | |
| "precision": 0.3571, | |
| "recall": 0.4545, | |
| "f1": 0.4, | |
| "support": 11, | |
| "predicted": 14 | |
| }, | |
| "T1021.001": { | |
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| "recall": 0.8333, | |
| "f1": 0.6452, | |
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| "predicted": 19 | |
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| "T1027": { | |
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| "recall": 0.6961, | |
| "f1": 0.542, | |
| "support": 102, | |
| "predicted": 160 | |
| }, | |
| "T1033": { | |
| "precision": 0.625, | |
| "recall": 0.7692, | |
| "f1": 0.6897, | |
| "support": 13, | |
| "predicted": 16 | |
| }, | |
| "T1036.005": { | |
| "precision": 0.1579, | |
| "recall": 0.6, | |
| "f1": 0.25, | |
| "support": 10, | |
| "predicted": 38 | |
| }, | |
| "T1041": { | |
| "precision": 0.28, | |
| "recall": 0.4118, | |
| "f1": 0.3333, | |
| "support": 17, | |
| "predicted": 25 | |
| }, | |
| "T1047": { | |
| "precision": 0.6098, | |
| "recall": 0.8929, | |
| "f1": 0.7246, | |
| "support": 28, | |
| "predicted": 41 | |
| }, | |
| "T1053.005": { | |
| "precision": 0.625, | |
| "recall": 0.9615, | |
| "f1": 0.7576, | |
| "support": 26, | |
| "predicted": 40 | |
| }, | |
| "T1055": { | |
| "precision": 0.6136, | |
| "recall": 0.675, | |
| "f1": 0.6429, | |
| "support": 40, | |
| "predicted": 44 | |
| }, | |
| "T1056.001": { | |
| "precision": 0.7778, | |
| "recall": 0.9333, | |
| "f1": 0.8485, | |
| "support": 15, | |
| "predicted": 18 | |
| }, | |
| "T1057": { | |
| "precision": 0.8182, | |
| "recall": 0.6, | |
| "f1": 0.6923, | |
| "support": 15, | |
| "predicted": 11 | |
| }, | |
| "T1059.003": { | |
| "precision": 0.6667, | |
| "recall": 0.3922, | |
| "f1": 0.4938, | |
| "support": 51, | |
| "predicted": 30 | |
| }, | |
| "T1068": { | |
| "precision": 1.0, | |
| "recall": 0.3333, | |
| "f1": 0.5, | |
| "support": 3, | |
| "predicted": 1 | |
| }, | |
| "T1070.004": { | |
| "precision": 0.3103, | |
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| "f1": 0.439, | |
| "support": 12, | |
| "predicted": 29 | |
| }, | |
| "T1071.001": { | |
| "precision": 0.4118, | |
| "recall": 0.6667, | |
| "f1": 0.5091, | |
| "support": 21, | |
| "predicted": 34 | |
| }, | |
| "T1072": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 3, | |
| "predicted": 0 | |
| }, | |
| "T1074.001": { | |
| "precision": 0.0303, | |
| "recall": 0.6667, | |
| "f1": 0.058, | |
| "support": 3, | |
| "predicted": 66 | |
| }, | |
| "T1078": { | |
| "precision": 0.25, | |
| "recall": 0.5652, | |
| "f1": 0.3467, | |
| "support": 23, | |
| "predicted": 52 | |
| }, | |
| "T1082": { | |
| "precision": 0.8, | |
| "recall": 0.3333, | |
| "f1": 0.4706, | |
| "support": 24, | |
| "predicted": 10 | |
| }, | |
| "T1083": { | |
| "precision": 0.3333, | |
| "recall": 0.6667, | |
| "f1": 0.4444, | |
| "support": 15, | |
| "predicted": 30 | |
| }, | |
| "T1090": { | |
| "precision": 0.4333, | |
| "recall": 0.5652, | |
| "f1": 0.4906, | |
| "support": 23, | |
| "predicted": 30 | |
| }, | |
| "T1095": { | |
| "precision": 0.3333, | |
| "recall": 0.3333, | |
| "f1": 0.3333, | |
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| "predicted": 3 | |
| }, | |
| "T1105": { | |
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| }, | |
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| }, | |
| "T1112": { | |
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| }, | |
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| "predicted": 25 | |
| }, | |
| "T1140": { | |
| "precision": 0.7143, | |
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| "f1": 0.7895, | |
| "support": 68, | |
| "predicted": 84 | |
| }, | |
| "T1190": { | |
| "precision": 0.3684, | |
| "recall": 0.4667, | |
| "f1": 0.4118, | |
| "support": 15, | |
| "predicted": 19 | |
| }, | |
| "T1204.002": { | |
| "precision": 0.375, | |
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| "f1": 0.4615, | |
| "support": 15, | |
| "predicted": 24 | |
| }, | |
| "T1210": { | |
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| "recall": 0.5, | |
| "f1": 0.0435, | |
| "support": 2, | |
| "predicted": 44 | |
| }, | |
| "T1218.011": { | |
| "precision": 0.5882, | |
| "recall": 0.7143, | |
| "f1": 0.6452, | |
| "support": 14, | |
| "predicted": 17 | |
| }, | |
| "T1219": { | |
| "precision": 0.4211, | |
| "recall": 0.4211, | |
| "f1": 0.4211, | |
| "support": 19, | |
| "predicted": 19 | |
| }, | |
| "T1484.001": { | |
| "precision": 0.4167, | |
| "recall": 1.0, | |
| "f1": 0.5882, | |
| "support": 5, | |
| "predicted": 12 | |
| }, | |
| "T1518.001": { | |
| "precision": 0.2857, | |
| "recall": 0.5714, | |
| "f1": 0.381, | |
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