pre‑trained language models

Liulishuo Tech Team

May 20, 2022 · Artificial Intelligence

Multi‑Scale BERT‑Based Automated Essay Scoring: Architecture, Loss Functions, and Experimental Evaluation

This article surveys automated essay scoring (AES), compares handcrafted, deep‑learning, and pre‑trained language‑model approaches, proposes a multi‑scale BERT architecture with document, token, and segment features, introduces three combined loss functions, and demonstrates superior performance on the ASAP dataset and internal tasks.