Author

Daniella Seum

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Preprint Aug 2026

More Accurate or More Efficient? Evaluating Locally Deployed Compact Open-Weight Language Models for Mathematical Reasoning

A controlled, documented procedure for evaluating locally hosted LLMs on mathematical reasoning that combines fixed inference settings, hierarchical answer extraction and verification, explicit failure-mode classification, and per-question resource measurement, and reports accuracy with paired significance tests and ef...

Orion Powers, Daniella Seum, Khaled Slhoub · 0 citations