Why Does RLAIF Work At All?

Researchers propose the 'latent value hypothesis' to explain why Reinforcement Learning from AI Feedback (RLAIF) enables language models to self-improve through their own preference judgments. The theory suggests that pretraining on internet-scale data encodes human values in representation space, which constitutional prompts can elicit for value alignment.