SOLiD scales to 405B models with undetected deception dropping to 14% at 99% TPR, permits removing human labelers from fine-tuning without significant deception increase, but fails under distribution shift.
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Scaling Trends for Lie Detector Oversight in Preference Learning
SOLiD scales to 405B models with undetected deception dropping to 14% at 99% TPR, permits removing human labelers from fine-tuning without significant deception increase, but fails under distribution shift.