@article{aislopandhallucinationsinvulnerabilityas,
  title = {AI Slop and Hallucinations in Vulnerability Assessment: A Survey on Reasoning Failures and Trustworthy Mitigation},
  author = {Junchen Ding and Jialiang Dong and Yichen Zhu and Yi Liu and Gelei Deng and Willy Susilo and Siqi Ma and Yuekang Li},
  year = {2026},
  eprint = {2608.25667},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.25667},
}