Update dataset card

README.md

@@ -9,36 +9,6 @@ tags:
 - severity-classification
 size_categories:
 - 100K-1M
-dataset_info:
-  features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: description
-    dtype: string
-  - name: severity
-    dtype: string
-  - name: cve_id
-    dtype: string
-  - name: source
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 48309260
-    num_examples: 115711
-  - name: test
-    num_bytes: 5367788
-    num_examples: 12857
-  download_size: 24971792
-  dataset_size: 53677048
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
 ---
 
 # Vulnerability-CNVD
@@ -98,3 +68,10 @@ CNVD reuses boilerplate descriptions across different vulnerability IDs (product
 ## Related models
 
 - [CIRCL/vulnerability-severity-classification-chinese-macbert-base](https://huggingface.co/CIRCL/vulnerability-severity-classification-chinese-macbert-base) — severity classifier trained on this dataset
+
+## References
+
+- [Vulnerability-Lookup](https://vulnerability.circl.lu) — the vulnerability data source
+- [VulnTrain](https://github.com/vulnerability-lookup/VulnTrain) — training pipeline
+- [ML-Gateway](https://github.com/vulnerability-lookup/ML-Gateway) — inference API
+- [VLAI paper](https://arxiv.org/abs/2507.03607) — Bonhomme, C., Dulaunoy, A. (2025)