Frustratingly Simple Prompting-based Text Denoising

arXiv:2402.15931v1 Announce Type: new
Abstract: This paper introduces a novel perspective on the automated essay scoring (AES) task, challenging the conventional view of the ASAP dataset as a static entity. Employing simple text denoising techniques using prompting, we explore the dynamic potential within the dataset. While acknowledging the previous emphasis on building regression systems, our paper underscores how making minor changes to a dataset through text denoising can enhance the final results.

abstract arxiv automated building cs.cl dataset denoising dynamic essay explore novel paper perspective prompting regression scoring simple systems text type view