"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis cover image

Leading Indicators of AI Danger: Owain Evans on Situational Awareness & Out-of-Context Reasoning, from The Inside View

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

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Evaluating AI Performance and Safety

This chapter examines the evaluation methods for AI models, focusing on performance metrics and current benchmarks. It discusses challenges in accurately assessing model capabilities, particularly concerning safety and governance, as well as potential deceptive behaviors in high-performing models. Additionally, the chapter highlights research opportunities to enhance understanding of AI behaviors while navigating the complexities of fine-tuning techniques.

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