AI RESEARCH

EssayCBM: Rubric-Aligned Concept Bottleneck Models for Transparent Essay Grading

arXiv CS.CL

ArXi:2512.20817v2 Announce Type: replace Automated essay scoring (AES) has advanced significantly with neural language models, yet most systems remain opaque, offering little visibility into how grades are produced. In educational settings, instructors must be able to understand, trust, and occasionally override the automated grading decisions. We