Scaling Laws for Reward Model Overoptimization

Leo Gao, John Schulman, Jacob Hilton. Scaling Laws for Reward Model Overoptimization. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 10835-10866, PMLR, 2023. [doi]

Abstract

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