The dataset viewer is not available for this subset.
Exception: HfHubHTTPError
Message: 504 Server Error: Gateway Time-out for url: https://huggingface.co/api/datasets/CIRCL/Vulnerability-CNVD/paths-info/ab91bb7c72d25a54e357cb4ed833951c4912dc23
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 66, in compute_split_names_from_streaming_response
for split in get_dataset_split_names(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
info = get_dataset_config_info(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 268, in get_dataset_config_info
builder = load_dataset_builder(
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1315, in load_dataset_builder
dataset_module = dataset_module_factory(
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
raise e1 from None
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
).get_module()
^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 639, in get_module
data_files = DataFilesDict.from_patterns(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 723, in from_patterns
else DataFilesList.from_patterns(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 616, in from_patterns
resolve_pattern(
File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 372, in resolve_pattern
for filepath, info in fs.glob(fs_pattern, detail=True, **glob_kwargs).items():
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 521, in glob
return super().glob(path, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/fsspec/spec.py", line 604, in glob
allpaths = self.find(root, maxdepth=depth, withdirs=True, detail=True, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 556, in find
return super().find(
^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/fsspec/spec.py", line 495, in find
out[path] = self.info(path)
^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 719, in info
paths_info = self._api.get_paths_info(
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_api.py", line 3371, in get_paths_info
hf_raise_for_status(response)
File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 482, in hf_raise_for_status
raise _format(HfHubHTTPError, str(e), response) from e
huggingface_hub.errors.HfHubHTTPError: 504 Server Error: Gateway Time-out for url: https://huggingface.co/api/datasets/CIRCL/Vulnerability-CNVD/paths-info/ab91bb7c72d25a54e357cb4ed833951c4912dc23Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Vulnerability-CNVD
Vulnerability descriptions and severity labels from the China National Vulnerability Database (CNVD), extracted via Vulnerability-Lookup.
Dataset structure
| Field | Type | Description |
|---|---|---|
id |
string | CNVD identifier (e.g., CNVD-2025-03529) |
title |
string | Vulnerability title in Chinese |
description |
string | Vulnerability description in Chinese |
severity |
string | Severity level: 高 (High), 中 (Medium), or 低 (Low) |
cve_id |
string | Corresponding CVE identifier, if available (empty string if none) |
Severity distribution
The dataset is imbalanced:
| Severity | Chinese | Approximate share |
|---|---|---|
| High | 高 | ~36% |
| Medium | 中 | ~55% |
| Low | 低 | ~9% |
CVE overlap
Approximately 81% of CNVD entries have a corresponding CVE identifier. The overlap rate varies by year:
- 2020-2021: 68-69% CVE mapping rate
- 2022+: 91-97% CVE mapping rate
The ~19% of CNVD-only entries are concentrated in Chinese domestic software (PHP CMS, ERP systems). Western vendors (Adobe, Microsoft, IBM, Cisco) are largely absent from the CNVD-only subset.
Coverage and provenance
CNVD reserves 50,000-100,000 vulnerability IDs per year but publishes full details for only a fraction. The publication rate has declined significantly:
- 2015: ~94% of reserved IDs have published details
- 2023: ~4% of reserved IDs have published details
This decline coincides with China's Regulations on the Management of Security Vulnerabilities (RMSV), effective September 2021.
Entries without a description or severity label are excluded from this dataset.
Duplicate descriptions
CNVD reuses boilerplate descriptions across different vulnerability IDs (product-specific entries sharing the same text). When using this dataset for train/test splits, split on unique description text rather than on IDs to avoid data leakage. See VulnTrain#19 for details.
Source
- Data source: Vulnerability-Lookup API
- Extraction tool: VulnTrain
- Original source: CNVD
Related models
- CIRCL/vulnerability-severity-classification-chinese-macbert-base — severity classifier trained on this dataset
References
- Vulnerability-Lookup — the vulnerability data source
- VulnTrain — training pipeline
- ML-Gateway — inference API
- VLAI paper — Bonhomme, C., Dulaunoy, A. (2025)
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