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Jin-Hao Yan

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#natural language process... Preprint Oct 2026

TeachGrade: Training-Free Short Answer Scoring with Teacher Evidence

Multi-subject, multi-step scoring requires consistent partial credit across grading conventions. We introduce TeachGrade, a training-free framework using teacher-graded examples. The Task Adapt module builds two frozen memories: Skill captures contextual teacher preferences beyond the rubric; CaseBank supplies local ev...

Jin-Hao Yan, Zhi-Hong Shen, Sheng-Jie Wang et al. · 0 citations

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