The paper presents a hybrid expert-system and LLM adaptive LMS prototype and a benchmark of ten LLMs on standardized tests, showing self-hosted models are competitive with proprietary ones in reading, writing, and coding but weak in mathematics.
Do spacing and self-testing predict learning outcomes?
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Personalizing Education through an Adaptive LMS with Integrated LLMs
The paper presents a hybrid expert-system and LLM adaptive LMS prototype and a benchmark of ten LLMs on standardized tests, showing self-hosted models are competitive with proprietary ones in reading, writing, and coding but weak in mathematics.