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Natalia Gordo-Herrera

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#small language model Open access Sep 2026

Semantic anchoring with concise ideal answers outperforms unstructured full course materials as context for multi-LLM automated grading of open-ended questions

Within this setting, concise instructor-defined ideal answers (rather than large volumes of unfiltered course material) yielded the most reliable grading and feedback; within this setting, concise instructor-defined ideal answers yielded the most reliable grading and feedback.

Jorge Cisneros-González, Natalia Gordo-Herrera, Iván Barcia-Santos et al. · 0 citations

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