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  This is the pretrained model presented in [SecBERT: A Pretrained Language Model for Cyber Security Text](https://github.com/jackaduma/SecBERT/), which is a BERT model trained on cyber security text.
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- The training corpus was papers taken from [APTnotes](https://github.com/kbandla/APTnotes), [Stucco-Data: Cyber security data sources](https://stucco.github.io/data/), [CASIE: Extracting Cybersecurity Event Information from Text](https://ebiquity.umbc.edu/_file_directory_/papers/943.pdf), [SemEval-2018 Task 8: Semantic Extraction from CybersecUrity REports using Natural Language Processing (SecureNLP)](https://competitions.codalab.org/competitions/17262).
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- SecBERT has its own wordpiece vocabulary (secvocab) that's built to best match the training corpus. We trained [BERT](https://huggingface.co/jackaduma/SecBERT) and [SecRoBERTa](https://huggingface.co/jackaduma/SecRoBERTa) versions.
 
 
 
 
 
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  Available models include:
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  * `SecBERT`
 
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  This is the pretrained model presented in [SecBERT: A Pretrained Language Model for Cyber Security Text](https://github.com/jackaduma/SecBERT/), which is a BERT model trained on cyber security text.
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+ The training corpus was papers taken from
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+ * [APTnotes](https://github.com/kbandla/APTnotes)
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+ * [Stucco-Data: Cyber security data sources](https://stucco.github.io/data/)
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+ * [CASIE: Extracting Cybersecurity Event Information from Text](https://ebiquity.umbc.edu/_file_directory_/papers/943.pdf)
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+ * [SemEval-2018 Task 8: Semantic Extraction from CybersecUrity REports using Natural Language Processing (SecureNLP)](https://competitions.codalab.org/competitions/17262).
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+
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+ SecBERT has its own wordpiece vocabulary (secvocab) that's built to best match the training corpus. We trained [BERT](https://huggingface.co/jackaduma/SecBERT) and
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+ [SecRoBERTa](https://huggingface.co/jackaduma/SecRoBERTa) versions.
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  Available models include:
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  * `SecBERT`