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# CVE_KeyPhrases CVE_KeyPhrases is a dataset of published CVEs with the Key Risk Phrases (for Impact, Weakness, Attack) extracted. * It is released under license": "[cc-by-sa-4.0](https://creativecommons.org/licenses/by-sa/4.0/)" * Please see the BSides Dublin 2024 presentation video and deck. The dataset includes: * ~230K published CVEs (excluding those marked Rejected) i.e. all CVEs up to April 3 2024 NVD Published date. * The CVE ID, Description text, and Key Risk Phrases 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?). * It's an initial release and will be improved and enriched over time. The dataset Key Risk Phrases can be used * directly and included with CVEs e.g. https://github.com/CVEProject/cve-schema/blob/30f59c7de92fbc77bddade302601cb500c66f718/schema/docs/cnaContainer-advanced-example.json#L20 ```` "impacts": [ { "capecId": "CAPEC-233", "descriptions": [ { "lang": "en", "value": "CAPEC-233 Privilege Escalation" } ] } ], ```` * used to train an ML model for NER or Classification. ## Dataset Details ### Version 0.1 Initial Release ### Schema The dataset includes 3 fields shown below: 1. CVE: string: The original CVE ID 2. Description: string: The original CVE Description with minor cleaning ( non-ascii characters and newlines removed ). 3. KeyPhrases: list of substrings: extracted from Description representing Impact, Vulnerability, Attack. ### Example ```` "CVE","Description","KeyPhrases" "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)']" "CVE-1999-0002","Buffer overflow in NFS mountd gives root access to remote attackers, mostly in Linux systems.","['buffer overflow', 'root access']" "CVE-1999-0003","Execute commands as root via buffer overflow in Tooltalk database server (rpc.ttdbserverd).","['buffer overflow', 'execute commands']" ```` ### Distribution The Top 100 KeyPhrases (by total count of instances across all CVEs) * Many of these KeyPhrases are different ways of expressing the same thing e.g. "cross-site scripting (xss)", "cross site scripting (xss)", "xss",...
## Citation ```` @software{, author = {Chris Madden, title = {{CVE_KeyPhrases}: A dataset of published CVE IDs and Descriptions with the Key Risk Phrases}, month = {April}, year = {2024}, url = {https://huggingface.co/yahoo-inc/datasets/CVE_KeyPhrases} } ````