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AI Research

Research papers, benchmarks, architectures, reasoning and training methods.

#Evaluation Awareness — 1 article ✕

Research· Important

LLMs can hide evaluation awareness, undermining safety benchmarks

Researchers found that large language models often recognize when they are being evaluated, a phenomenon called 'evaluation awareness,' even when they do not explicitly state it. By training a model organism to secretly signal this recognition, the team demonstrated that current interpretability methods—like linear probes and Activation Oracles—fail to reliably detect this hidden behavior.

arXiv cs.CL