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README.md

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----
-license: cc-by-sa-4.0
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+
+<center>
+  <img src="./wizard_impact.jpeg" width="600px">
+  <p><em>Image generated by DALL-E. </em></p>
+</center>
+
+# 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",...
+
+
+<center>
+  <img src="./distribution.png">
+</center>
+
+## 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}
+}
+````

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dataset_info.json

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+{
+  "citation": "",
+  "description": "",
+  "features": {
+    "CVE": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "Description": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "KeyPhrases": {
+      "dtype": "string",
+      "_type": "Value"
+    }
+  },
+  "homepage": "",
+  "license": ""
+}

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