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cs.AI2026
Structure-Mapping-Guided Self-Explanation for Learning Mathematical Procedures
Shinhaeng Lee, Christopher J. MacLellan, Daniel Weitekamp
Worked examples are a powerful form of instruction, but learners must infer how the demonstrated steps were produced. A naive simulation of this self-explanation process can genera…
cs.AI2026
SMTB: Fast Structure-Mapping with Tight Bounds
Daniel Weitekamp, Christopher MacLellan
Structure-mapping forms analogies by aligning systems of relationally connected elements based on shared structure instead of surface features. We introduce a new structure-mapping…