Datasets:
Add paper link (arXiv:2607.25572), DOI, related artifacts, citation
Browse files
README.md
CHANGED
|
@@ -69,6 +69,15 @@ which assigns each CVE up to three kinds of techniques: an **exploitation
|
|
| 69 |
technique** (how it is exploited), a **primary impact** (what exploitation
|
| 70 |
directly yields), and a **secondary impact** (what the attacker can do next).
|
| 71 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 72 |
## Label sources
|
| 73 |
|
| 74 |
| `label_sources` | CVEs | Origin |
|
|
@@ -151,6 +160,17 @@ The CTID mappings are Apache-2.0. Descriptions come from
|
|
| 151 |
registered trademark of The MITRE Corporation; ATT&CK content is used in
|
| 152 |
accordance with the [MITRE ATT&CK terms of use](https://attack.mitre.org/resources/legal-and-branding/terms-of-use/).
|
| 153 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 154 |
## References
|
| 155 |
|
| 156 |
- [Vulnerability-Lookup](https://vulnerability.circl.lu) — the vulnerability data source
|
|
@@ -158,3 +178,23 @@ accordance with the [MITRE ATT&CK terms of use](https://attack.mitre.org/resourc
|
|
| 158 |
- [Methodology documentation](https://github.com/vulnerability-lookup/VulnTrain/blob/main/docs/attack-techniques-dataset.md)
|
| 159 |
- [MITRE CTID attack_to_cve](https://github.com/center-for-threat-informed-defense/attack_to_cve) and [Mappings Explorer](https://center-for-threat-informed-defense.github.io/mappings-explorer/)
|
| 160 |
- [CVE2CAPEC](https://github.com/Galeax/CVE2CAPEC) by Galeax
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 69 |
technique** (how it is exploited), a **primary impact** (what exploitation
|
| 70 |
directly yields), and a **secondary impact** (what the attacker can do next).
|
| 71 |
|
| 72 |
+
This is the gold set of the paper
|
| 73 |
+
[*Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and
|
| 74 |
+
the Limits of LLM-Assisted Label Expansion*](https://arxiv.org/abs/2607.25572)
|
| 75 |
+
(arXiv:2607.25572). The classifier trained on it,
|
| 76 |
+
[CIRCL/vulnerability-attack-technique-classification-roberta-base](https://huggingface.co/CIRCL/vulnerability-attack-technique-classification-roberta-base),
|
| 77 |
+
runs in production on [Vulnerability-Lookup](https://vulnerability.circl.lu).
|
| 78 |
+
|
| 79 |
+
DOI: [10.57967/hf/9621](https://doi.org/10.57967/hf/9621)
|
| 80 |
+
|
| 81 |
## Label sources
|
| 82 |
|
| 83 |
| `label_sources` | CVEs | Origin |
|
|
|
|
| 160 |
registered trademark of The MITRE Corporation; ATT&CK content is used in
|
| 161 |
accordance with the [MITRE ATT&CK terms of use](https://attack.mitre.org/resources/legal-and-branding/terms-of-use/).
|
| 162 |
|
| 163 |
+
## Related artifacts
|
| 164 |
+
|
| 165 |
+
| Artifact | Location | DOI |
|
| 166 |
+
|----------|----------|-----|
|
| 167 |
+
| Released model trained on this dataset | [CIRCL/vulnerability-attack-technique-classification-roberta-base](https://huggingface.co/CIRCL/vulnerability-attack-technique-classification-roberta-base) | [10.57967/hf/9623](https://doi.org/10.57967/hf/9623) |
|
| 168 |
+
| LLM expansion dataset (negative result) | [CIRCL/vulnerability-attack-techniques-llm-scaling](https://huggingface.co/datasets/CIRCL/vulnerability-attack-techniques-llm-scaling) | [10.57967/hf/9622](https://doi.org/10.57967/hf/9622) |
|
| 169 |
+
| LLM-expanded comparison model | [CIRCL/vulnerability-attack-technique-classification-roberta-base-llm-expanded](https://huggingface.co/CIRCL/vulnerability-attack-technique-classification-roberta-base-llm-expanded) | [10.57967/hf/9624](https://doi.org/10.57967/hf/9624) |
|
| 170 |
+
| Code | [vulnerability-lookup/VulnTrain](https://github.com/vulnerability-lookup/VulnTrain) | — |
|
| 171 |
+
| Paper | [arXiv:2607.25572](https://arxiv.org/abs/2607.25572) | — |
|
| 172 |
+
| Paper LaTeX source + trainer logs | [vulnerability-lookup/cve-attack-mapping-paper](https://github.com/vulnerability-lookup/cve-attack-mapping-paper) | — |
|
| 173 |
+
|
| 174 |
## References
|
| 175 |
|
| 176 |
- [Vulnerability-Lookup](https://vulnerability.circl.lu) — the vulnerability data source
|
|
|
|
| 178 |
- [Methodology documentation](https://github.com/vulnerability-lookup/VulnTrain/blob/main/docs/attack-techniques-dataset.md)
|
| 179 |
- [MITRE CTID attack_to_cve](https://github.com/center-for-threat-informed-defense/attack_to_cve) and [Mappings Explorer](https://center-for-threat-informed-defense.github.io/mappings-explorer/)
|
| 180 |
- [CVE2CAPEC](https://github.com/Galeax/CVE2CAPEC) by Galeax
|
| 181 |
+
|
| 182 |
+
## Citation
|
| 183 |
+
|
| 184 |
+
```bibtex
|
| 185 |
+
@misc{bonhomme2026mappingcvesmitreattck,
|
| 186 |
+
title={Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion},
|
| 187 |
+
author={Cédric Bonhomme and Alexandre Dulaunoy},
|
| 188 |
+
year={2026},
|
| 189 |
+
eprint={2607.25572},
|
| 190 |
+
archivePrefix={arXiv},
|
| 191 |
+
primaryClass={cs.CR},
|
| 192 |
+
url={https://arxiv.org/abs/2607.25572},
|
| 193 |
+
}
|
| 194 |
+
```
|
| 195 |
+
|
| 196 |
+
## Acknowledgements
|
| 197 |
+
|
| 198 |
+
Developed at [CIRCL](https://www.circl.lu) in the context of the
|
| 199 |
+
[AIPITCH](https://www.science.nask.pl/en/research-areas/projects/12456)
|
| 200 |
+
project, co-funded by the European Union.
|