OMR
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- Open-source grading system combines local OMR with multimodal AI
A developer presented an open-source answer-sheet grading system that uses local OMR for multiple-choice questions and a single multimodal model request for fill-in-the-blank and essay questions. It supports PDF or image templates, whole-class batch processing, teacher review, CSV exports, and local deployment using React, TypeScript, Tailwind, FastAPI, and SQLite. The developer reports roughly 99% multiple-choice recognition accuracy on one displayed answer sheet, where 3 of 66 questions were flagged for review; this was not independently validated and does not represent overall grading accuracy.
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