Review for NeurIPS paper: Learning to summarize with human feedback

Neural Information Processing Systems 

Weaknesses: However, I have two major concerns: 1. As also mentioned by the authors, this paper is basically an expanded analysis of [3, 58]. Basically, the key techniques of classification-based reward and PPO have been explored in [58], and the major extension is that this paper uses a larger and better-engineered model, and adapts an online setting to the offline setting. Therefore, I feel this paper has very little novelty in the sense of machine learning. The authors are very honest about this in the Related Work (Line 86), though.