AI auditors detect most agent misbehavior but introduce false alarms
GPT-5 caught 98 percent of reward hacking cases at 5 percent false alarm rate.
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A Lie Detector Test for Language Models: Reading Knowledge a Model Won't Reveal
PIR reads internal states to separate concealed model knowledge from genuine ignorance across eight language models.
A Lie Detector Test for Language Models: Reading Knowledge a Model Won't Reveal
PIR reads internal model states to detect concealed knowledge, distinguishing sandbagging from genuine ignorance across Gemma, Qwen, Llama, Mistral and Phi models.