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cs.AI2024
Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models
Cameron Tice, Philipp Alexander Kreer, Nathan Helm-Burger +7
Capability evaluations play a crucial role in assessing and regulating frontier AI systems. The effectiveness of these evaluations faces a significant challenge: strategic underper…
cs.CL2024
View From Above: A Framework for Evaluating Distribution Shifts in Model Behavior
Tanush Chopra, Michael Li, Jacob Haimes
When large language models (LLMs) are asked to perform certain tasks, how can we be sure that their learned representations align with reality? We propose a domain-agnostic framewo…