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Structured Grading for Advanced University Mathematics Tests Using LLM Agentic Workflow with Accuracy and Methodology Metrics
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Structured Grading for Advanced University Mathematics Tests Using LLM Agentic Workflow with Accuracy and Methodology Metrics
Assessment of open-ended work in university mathematics (e.g., proofs and multi-line calculations) is labour-intensive and subject to rater variability. Recent advances in natural-language processing (NLP) and large language models (LLMs) have enabled automated scoring of open responses with i...
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