EDUMATH introduces the first teacher-annotated dataset for standards-aligned math word problem generation and demonstrates that it enables smaller open LLMs to match larger models while producing problems students prefer over human-written ones.
Table 9 shows the majority of standards alignment errors for each model are for MWPs that are miss- ing important parts of the prespecified standard(s)
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EDUMATH: Generating Standards-aligned Educational Math Word Problems
EDUMATH introduces the first teacher-annotated dataset for standards-aligned math word problem generation and demonstrates that it enables smaller open LLMs to match larger models while producing problems students prefer over human-written ones.