metadata
license: mit
dataset_info:
features:
- name: prior_version
dtype: string
- name: after_version
dtype: string
- name: vuln_id
dtype: string
- name: cwe_id
dtype: string
- name: score
dtype: float64
- name: chain
dtype: string
- name: dataset
dtype: string
- name: summary
dtype: string
- name: published_date
dtype: string
- name: chain_len
dtype: int64
- name: project
dtype: string
- name: commit_href
dtype: string
- name: commit_sha
dtype: string
- name: patch
dtype: string
- name: chain_ord
dtype: string
- name: before_first_fix_commit
dtype: string
- name: last_fix_commit
dtype: string
- name: chain_ord_pos
dtype: int64
- name: commit_datetime
dtype: string
- name: message
dtype: string
- name: author
dtype: string
- name: comments
dtype: string
- name: stats
dtype: string
- name: files
list:
- name: additions
dtype: int64
- name: changes
dtype: int64
- name: deletions
dtype: int64
- name: patch
dtype: string
- name: path
dtype: string
- name: raw_url
dtype: string
- name: status
dtype: string
- name: file_extension
dtype: string
- name: cwe
dtype: string
- name: file_paths
list: string
- name: file_paths_str
dtype: string
- name: num_files
dtype: int64
splits:
- name: train
num_bytes: 11603643
num_examples: 2516
download_size: 5280192
dataset_size: 11603643
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
Do Language Models Prefer Vulnerable Code? A Probabilistic Study of Insecure Code Preference
📚 Citation
If you use this work in your research, please cite:
@inproceedings{melo2026vulnerable,
title = {Do Language Models Prefer Vulnerable Code? A Probabilistic Study of Insecure Code Preference},
author = {Melo, Rui and Reis, Sofia and Catarino, Andre and Abreu, Rui},
booktitle = {Proceedings of the IEEE International Conference on Software Testing, Verification and Validation (ICST)},
year = {2026},
publisher = {IEEE}
}