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Department of Finance AI-assisted Grading

Prompt Library

Rubric Generation

The Rubric Generation prompt acts as an expert system for creating detailed and fair grading criteria based on specific exam questions. By incorporating domain expertise, grading hints, and example student responses, it develops comprehensive rubrics that clearly define what constitutes different levels of understanding and performance. This prompt is particularly valuable in the initial setup phase of the grading process, as it helps establish consistent and well-calibrated grading standards that can be applied uniformly across all student submissions, ensuring fairness and transparency in the assessment process.

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Rubric Analysis: Grading and Highlighting

The Rubric Analysis prompt functions as an intelligent grading assistant that systematically evaluates student answers against predetermined grading criteria. For each rubric point, it conducts a thorough analysis by identifying both strengths and weaknesses in the student's response, assigns a numerical score, and high-lights relevant keywords that support its assessment. This comprehensive evaluation approach ensures consistent and fair grading while providing transparent justification for each scoring decision, making it particularly valuable for maintaining grading standards across large numbers of submissions.

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Math Formatting

The Math Formatting prompt serves as a specialized translator for mathematical expressions in free-text student answers, converting them into standardized LaTeX format. It preserves the original structure and spacing of expressions while ensuring they conform to LaTeX syntax rules. This process is crucial for maintaining consistency in how mathematical content is displayed and processed across the grading system, making it possible to handle complex mathematical notation uniformly without altering the logical content of student submissions.

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