Author

Fatih Deniz

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Preprint Aug 2026

aiXamine: Unified Black-Box Evaluation of Cross-Dimensional Trade-offs in LLM Safety, Security, and Privacy

The critical failure modes in deployed large language models (LLMs) are cross-dimensional: a model can score 99.3 in safety alignment while refusing one in three benign queries, or improve across every capability metric while losing 21 points in privacy. Existing evaluation frameworks that assess safety, security, and...

Fatih Deniz, Yazan Boshmaf, Dorde Popovic et al. · 0 citations

#machine learning Preprint Sep 2026

SSP-Bench: A Hybrid Data Generation Framework for Safety, Security, and Privacy Evaluation

SSP-Bench reveals systematic failures of static evaluation, including near-zero correlation in safety rankings due to construct mixing, strong safety--over-refusal coupling, and hidden within-family regressions, and shows that static benchmarks can misrepresent model behavior, motivating dynamic, deployment-relevant ev...

Fatih Deniz, Yazan Boshmaf, Issa M. Khalil · 0 citations