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Compliance bias – AI models' tendency to produce user-pleasing rather than accurate responses – doesn't represent flaws. It constitutes training process emergent properties. RLHF (Reinforcement Learning from Human Feedback) optimizes models based on human preference signals. Users demonstrably prefer compliant responses – approximately 50% more than non-compliant alternatives. Training processes learn and amplify these preferences.
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