AIBearisharXiv – CS AI · 5h ago7/10
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Deployment-Relevant Alignment Cannot Be Inferred from Model-Level Evaluation Alone
A research paper challenges the reliability of current AI alignment benchmarks, arguing that model-level evaluations alone cannot predict real-world deployment safety. The study finds that existing benchmarks lack user-facing verification support and that scaffold effectiveness varies dramatically across different AI models, necessitating system-level evaluation approaches rather than single performance scores.