Maximizing the efficiency of human feedback in AI alignment: a comparative analysis

Andreas Chouliaras, Dimitris Chatzopoulos

Reinforcement Learning from Human Feedback (RLHF) relies on preference modeling to align machine learning systems with human values, yet the popular approach of random pair samplin…