Author

A. Habibullah

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#machine learning Preprint Sep 2026

Recipe-Matching, Not Equivalence

MathNet-Retrieve asks a retriever to find, for a math problem, a document stating the same problem. An LLM under one fixed prompt writes each gold document and its near-miss distractors; LLM judges filter them. We call this procedure the"recipe", training on pairs built the same way"recipe-matching", and ask how much s...

A. Habibullah, M. Alshiekh, Yazan Alshoibi et al. · 0 citations