Author

Samaneh Zamanifard

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#artificial intelligence Preprint Sep 2026

Mathematical Transfer in LLMs Follows Reasoning Approach More Than Topic

When selecting mathematical training data for LLMs, a natural organizing principle is topic: probability examples for probability targets. An alternative is reasoning approach: worked solutions that share a solution method with the target, even when the mathematical domain differs. We ask which relation produces greate...

Sajad Goudarzi, Samaneh Zamanifard, Seyed Amin Seyed Haeri et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Math Reasoning in LLMs is Organized by Approach, Not Topic

Mathematical reasoning benchmarks are typically organized by topic, but language models may organize their internal computation by reusable reasoning approach instead. In this paper, we investigate whether open math-capable LLMs organize internally by topical sub-skill or by reasoning approach, and we present evidence...

Sajad Goudarzi, Samaneh Zamanifard, Moloud Nasiri et al. · 0 citations