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Which Algorithm Specification Formats Help Language Models Implement Machine Learning Algorithms?

Published • Jul 3, 2026
Authors:
Masahiro Kato
,
Taka Kato

Abstract

Large language models (LLMs) are increasingly used to implement algorithms from research manuscripts, but papers often leave implementation choices implicit. This study examines how the written format of an algorithm specification affects first-pass LLM implementation accuracy. We compare ordinary p...

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