| { | |
| "lang":"en", | |
| "name":"cybersec-ner", | |
| "version":"1.0.0", | |
| "spacy_version":">=3.8.11,<3.9.0", | |
| "description":"Cybersecurity NER model with RoBERTa backbone - extracts security roles, tools, certifications, threats, and more", | |
| "author":"PKI", | |
| "email":"", | |
| "url":"https://huggingface.co/pki-here/cybersec-ner", | |
| "license":"Apache-2.0", | |
| "spacy_git_version":"e7a662a", | |
| "vectors":{ | |
| "width":0, | |
| "vectors":0, | |
| "keys":0, | |
| "name":null, | |
| "mode":"default" | |
| }, | |
| "labels":{ | |
| "transformer":[ | |
| ], | |
| "ner":[ | |
| "ATTACK_TECHNIQUE", | |
| "CERTIFICATION", | |
| "FRAMEWORK", | |
| "REGULATION", | |
| "SECURITY_DOMAIN", | |
| "SECURITY_ROLE", | |
| "SECURITY_TOOL", | |
| "TECHNICAL_SKILL", | |
| "THREAT_TYPE" | |
| ] | |
| }, | |
| "pipeline":[ | |
| "transformer", | |
| "ner" | |
| ], | |
| "components":[ | |
| "transformer", | |
| "ner" | |
| ], | |
| "disabled":[ | |
| ], | |
| "performance":{ | |
| "ents_f":0.6943820225, | |
| "ents_p":0.6912751678, | |
| "ents_r":0.69751693, | |
| "ents_per_type":{ | |
| "SECURITY_ROLE":{ | |
| "p":0.4748603352, | |
| "r":0.7391304348, | |
| "f":0.5782312925 | |
| }, | |
| "REGULATION":{ | |
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| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "SECURITY_DOMAIN":{ | |
| "p":1.0, | |
| "r":0.0697674419, | |
| "f":0.1304347826 | |
| }, | |
| "TECHNICAL_SKILL":{ | |
| "p":0.5981308411, | |
| "r":0.5039370079, | |
| "f":0.547008547 | |
| }, | |
| "SECURITY_TOOL":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "CERTIFICATION":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "THREAT_TYPE":{ | |
| "p":0.9, | |
| "r":0.9, | |
| "f":0.9 | |
| }, | |
| "FRAMEWORK":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "ATTACK_TECHNIQUE":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| } | |
| }, | |
| "transformer_loss":1749.1020674201, | |
| "ner_loss":20168.375 | |
| } | |
| } |