Zhewei Tong

Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-text Rationales

Among the remarkable emergent capabilities of large language models (LMs) is free-text rationalization; beyond certain scale, large LMs are capable of generating seemingly useful rationalizations, which in turn, can dramatically enhance their performances on leaderboards. This phenomenon raises a qu…