Exploring the Utilities of the Rationales from Large Language Models to Enhance Automated Essay Scoring

Hong Jiao, Hanna Choi, Haowei Hua

This study explored the utilities of rationales generated by GPT-4.1 and GPT-5 in automated scoring using Prompt 6 essays from the 2012 Kaggle ASAP data. Essay-based scoring was co…