Mitigating Bias in Automated Essay Scoring for ESL Learners via Contrastive Learning

Kevin Fan, Eric Yun

Automated Essay Scoring systems disproportionately penalize high-proficiency English as a Second Language (ESL) learners. We propose Contrastive Learning with Matched Essay Pairs (…