AIED
Dual Mechanisms of Demographic Bias in LLM-based Essay Scoring: A Mechanistic Interpretability Analysis and Mitigation Approach
Tue Jun 30, 2:30 PM–2:45 PM · North 206
Automated Assessment & Scoring Equity, Fairness & Inclusion Generative AI & Large Language Models Explainable & Trustworthy AI Writing & Language Learning
Analyzes demographic bias in LLM-based essay scoring using mechanistic interpretability methods and proposes mitigation strategies.