Teaching Through Analogies: A Modular Pipeline for Educational Analogy Generation

In three linesModular pipeline for educational analogy generation in four stages (source finding, sub-concept generation, explanation, evaluation). Evaluation of 12 LLMs across two annotated datasets (SCAR, ParallelPARC). Sub-concepts improve explanation quality and retrieval precision. Claude Sonnet 4.6 aligns better with human rankings than absolute scores.

Summary generated by Claude — human-verified