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--- |
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viewer: true |
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license: cc-by-sa-4.0 |
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language: |
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- en |
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tags: |
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- cve |
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- impact |
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- vulnerability |
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- risk |
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size_categories: |
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- 100K<n<1M |
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--- |
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<center> |
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<img src="./images/wizard_impact.jpeg" width="600px"> |
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<p><em>Image generated by DALL-E. </em></p> |
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</center> |
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# CVE_KeyPhrases |
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CVE_KeyPhrases is a dataset of published CVEs with the Key Risk Phrases (for Impact, Weakness, Attack) extracted. |
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* It is released under license": "[cc-by-sa-4.0](https://creativecommons.org/licenses/by-sa/4.0/)" |
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* Please see the BSides Dublin 2024 presentation video and deck. |
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The dataset includes: |
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* ~230K published CVEs (excluding those marked Rejected) i.e. all CVEs up to April 3 2024 NVD Published date. |
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* The CVE ID, Description text, and Key Risk Phrases |
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As of April 2024, CVE_KeyPhrases stands as the largest dataset of CVEs with extracted Key Risk Phrases with high Precision (how many retrieved items are relevant?) and Recall (how many relevant items are retrieved?). |
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* It's an initial release and will be improved and enriched over time. |
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The dataset Key Risk Phrases can be used |
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* directly and included with CVEs e.g. https://github.com/CVEProject/cve-schema/blob/30f59c7de92fbc77bddade302601cb500c66f718/schema/docs/cnaContainer-advanced-example.json#L20 |
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```` |
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"impacts": [ |
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{ |
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"capecId": "CAPEC-233", |
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"descriptions": [ |
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{ |
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"lang": "en", |
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"value": "CAPEC-233 Privilege Escalation" |
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} |
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] |
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} |
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], |
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```` |
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* used to train an ML model for NER or Classification. |
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## Dataset Details |
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### Version |
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0.1 Initial Release |
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### Schema |
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The dataset includes 3 fields shown below: |
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1. CVE: string: The original CVE ID |
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2. Description: string: The original CVE Description with minor cleaning ( non-ascii characters and newlines removed ). |
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3. KeyPhrases: list of substrings: extracted from Description representing Impact, Vulnerability, Attack. |
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### Example |
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```` |
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"CVE","Description","KeyPhrases" |
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"CVE-1999-0001","ip_input.c in BSD-derived TCP/IP implementations allows remote attackers to cause a denial of service (crash or hang) via crafted packets.","['denial of service (crash or hang)']" |
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"CVE-1999-0002","Buffer overflow in NFS mountd gives root access to remote attackers, mostly in Linux systems.","['buffer overflow', 'root access']" |
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"CVE-1999-0003","Execute commands as root via buffer overflow in Tooltalk database server (rpc.ttdbserverd).","['buffer overflow', 'execute commands']" |
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```` |
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### Distribution |
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The Top 100 KeyPhrases (by total count of instances across all CVEs) |
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* Many of these KeyPhrases are different ways of expressing the same thing e.g. "cross-site scripting (xss)", "cross site scripting (xss)", "xss",... |
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<center> |
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<img src="./images/distribution.png"> |
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</center> |
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## Citation |
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```` |
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@software{, |
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author = {Chris Madden, |
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title = {{CVE_KeyPhrases}: A dataset of published CVE IDs and Descriptions with the Key Risk Phrases}, |
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month = {April}, |
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year = {2024}, |
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url = {https://huggingface.co/yahoo-inc/datasets/CVE_KeyPhrases} |
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} |
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```` |
