Datasets:
Add CVSS v3 combined train and test splits derived from CIRCL/vulnerability-scores
Browse files- README.md +134 -0
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
README.md
ADDED
|
@@ -0,0 +1,134 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-4.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- text-classification
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
pretty_name: Vulnerability scores (CVSS v3 combined)
|
| 8 |
+
size_categories:
|
| 9 |
+
- 100K<n<1M
|
| 10 |
+
tags:
|
| 11 |
+
- vulnerability
|
| 12 |
+
- cybersecurity
|
| 13 |
+
- security
|
| 14 |
+
- cve
|
| 15 |
+
- cvss
|
| 16 |
+
dataset_info:
|
| 17 |
+
features:
|
| 18 |
+
- name: id
|
| 19 |
+
dtype: string
|
| 20 |
+
- name: title
|
| 21 |
+
dtype: string
|
| 22 |
+
- name: description
|
| 23 |
+
dtype: string
|
| 24 |
+
- name: cpes
|
| 25 |
+
sequence: string
|
| 26 |
+
- name: cvss_v4_0
|
| 27 |
+
dtype: float64
|
| 28 |
+
- name: cvss_v3_1
|
| 29 |
+
dtype: float64
|
| 30 |
+
- name: cvss_v3_0
|
| 31 |
+
dtype: float64
|
| 32 |
+
- name: cvss_v2_0
|
| 33 |
+
dtype: float64
|
| 34 |
+
- name: patch_commit_url
|
| 35 |
+
dtype: string
|
| 36 |
+
- name: source
|
| 37 |
+
dtype: string
|
| 38 |
+
- name: cvss_v3_1_v3_combined
|
| 39 |
+
dtype: float64
|
| 40 |
+
- name: severity_band
|
| 41 |
+
dtype: string
|
| 42 |
+
splits:
|
| 43 |
+
- name: train
|
| 44 |
+
num_bytes: 144500000
|
| 45 |
+
num_examples: 509067
|
| 46 |
+
- name: test
|
| 47 |
+
num_bytes: 16100000
|
| 48 |
+
num_examples: 56502
|
| 49 |
+
download_size: 160600000
|
| 50 |
+
dataset_size: 160600000
|
| 51 |
+
configs:
|
| 52 |
+
- config_name: default
|
| 53 |
+
data_files:
|
| 54 |
+
- split: train
|
| 55 |
+
path: data/train-*
|
| 56 |
+
- split: test
|
| 57 |
+
path: data/test-*
|
| 58 |
+
---
|
| 59 |
+
|
| 60 |
+
# Vulnerability scores (CVSS v3 combined)
|
| 61 |
+
|
| 62 |
+
A labeled slice of [CIRCL/vulnerability-scores](https://huggingface.co/datasets/CIRCL/vulnerability-scores) for training and evaluating models that predict CVSS v3 severity from a vulnerability description.
|
| 63 |
+
|
| 64 |
+
Every row has a combined v3 score and a severity band. Rows with no v3.1 or v3.0 score were dropped.
|
| 65 |
+
|
| 66 |
+
## What changed from the original
|
| 67 |
+
|
| 68 |
+
The CIRCL dataset stores four separate CVSS columns (`cvss_v4_0`, `cvss_v3_1`, `cvss_v3_0`, `cvss_v2_0`). Those versions are not on the same scale, so this derivative does **not** average them or prefer v4.
|
| 69 |
+
|
| 70 |
+
`cvss_v3_1_v3_combined` is:
|
| 71 |
+
|
| 72 |
+
1. `cvss_v3_1` when it is present
|
| 73 |
+
2. otherwise `cvss_v3_0`
|
| 74 |
+
|
| 75 |
+
v3.0 and v3.1 are the same scoring system (mean absolute difference about 0.09 on overlapping rows). v2 and v4 are not mixed in.
|
| 76 |
+
|
| 77 |
+
`severity_band` is the standard CVSS qualitative rating of that combined score:
|
| 78 |
+
|
| 79 |
+
| Band | Score |
|
| 80 |
+
| --- | --- |
|
| 81 |
+
| `low` | 0.0–3.9 |
|
| 82 |
+
| `medium` | 4.0–6.9 |
|
| 83 |
+
| `high` | 7.0–8.9 |
|
| 84 |
+
| `critical` | 9.0–10.0 |
|
| 85 |
+
|
| 86 |
+
Unlabeled rows are removed. That includes rows with no CVSS score at all, and rows that only have a v2 or v4 score.
|
| 87 |
+
|
| 88 |
+
Original columns are kept, including the unused v2/v4 values.
|
| 89 |
+
|
| 90 |
+
Train and test splits follow CIRCL’s split. A row is not moved between splits.
|
| 91 |
+
|
| 92 |
+
## Splits
|
| 93 |
+
|
| 94 |
+
| Split | Rows | From v3.1 | From v3.0 fallback |
|
| 95 |
+
| --- | ---: | ---: | ---: |
|
| 96 |
+
| train | 509,067 | 410,050 | 99,017 |
|
| 97 |
+
| test | 56,502 | 45,623 | 10,879 |
|
| 98 |
+
| total | 565,569 | 455,673 | 109,896 |
|
| 99 |
+
|
| 100 |
+
CIRCL’s full dump is 779,178 rows. This set keeps 565,569 (72.5%).
|
| 101 |
+
|
| 102 |
+
### Severity bands
|
| 103 |
+
|
| 104 |
+
| Split | low | medium | high | critical |
|
| 105 |
+
| --- | ---: | ---: | ---: | ---: |
|
| 106 |
+
| train | 18,546 | 222,832 | 206,725 | 60,964 |
|
| 107 |
+
| test | 2,041 | 24,767 | 23,017 | 6,677 |
|
| 108 |
+
|
| 109 |
+
## Fields
|
| 110 |
+
|
| 111 |
+
Same as CIRCL, plus:
|
| 112 |
+
|
| 113 |
+
| Field | Type | Description |
|
| 114 |
+
| --- | --- | --- |
|
| 115 |
+
| `cvss_v3_1_v3_combined` | float | v3.1 score, or v3.0 if v3.1 is missing. Never null in this dataset. |
|
| 116 |
+
| `severity_band` | string | `low`, `medium`, `high`, or `critical`. Never null in this dataset. |
|
| 117 |
+
|
| 118 |
+
## Usage
|
| 119 |
+
|
| 120 |
+
```python
|
| 121 |
+
from datasets import load_dataset
|
| 122 |
+
|
| 123 |
+
ds = load_dataset("AgileRLArena/vulnerability-scores-cvss-v3")
|
| 124 |
+
print(ds["train"][0]["description"])
|
| 125 |
+
print(ds["train"][0]["cvss_v3_1_v3_combined"], ds["train"][0]["severity_band"])
|
| 126 |
+
```
|
| 127 |
+
|
| 128 |
+
Typical training target is `severity_band` (classification) or `cvss_v3_1_v3_combined` (regression). Input is `description`.
|
| 129 |
+
|
| 130 |
+
## Source and license
|
| 131 |
+
|
| 132 |
+
Derived from [CIRCL/vulnerability-scores](https://huggingface.co/datasets/CIRCL/vulnerability-scores) (CIRCL / Vulnerability-Lookup, [VulnTrain](https://github.com/vulnerability-lookup/VulnTrain)). Paper: [VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification](https://arxiv.org/abs/2507.03607).
|
| 133 |
+
|
| 134 |
+
License is **CC-BY-4.0**, same as the original. Credit CIRCL when you use this dataset.
|
data/test-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:01126500b61f51e74d577eacf53859a8fbe3f1e699d137cff3195c1bf22ebd0e
|
| 3 |
+
size 16064456
|
data/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e8f082a5440351a66e1f02a06cd5c96f14344d84c6d02a1a1f6b48bf576091dc
|
| 3 |
+
size 144454296
|