Decision-Level Ordinal Modeling for Multimodal Essay Scoring with Large Language Models

Han Zhang, Jiamin Su, Li liu

Automated essay scoring (AES) predicts multiple rubric-defined trait scores for each essay, where each trait follows an ordered discrete rating scale. Most LLM-based AES methods ca…