A four-stage pipeline for LLM educational analogy generation shows sub-concepts improve explanation quality and closed retrieval, with LLM-as-judge validated against human annotators.
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A formalized Minimal Cognitive Grid ranks computational models of analogy and metaphor by alignment with cognitive theories using Functional/Structural Ratio, Generality, and Performance Match dimensions.
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Teaching Through Analogies: A Modular Pipeline for Educational Analogy Generation
A four-stage pipeline for LLM educational analogy generation shows sub-concepts improve explanation quality and closed retrieval, with LLM-as-judge validated against human annotators.
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Structural Ranking of the Cognitive Plausibility of Computational Models of Analogy and Metaphors with the Minimal Cognitive Grid
A formalized Minimal Cognitive Grid ranks computational models of analogy and metaphor by alignment with cognitive theories using Functional/Structural Ratio, Generality, and Performance Match dimensions.