most citedLanguage Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models

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cs.AI2024

Large Language Models Are Self-Taught Reasoners: Enhancing LLM Applications via Tailored Problem-Solving Demonstrations

Kai Tzu-iunn Ong, Taeyoon Kwon, Jinyoung Yeo

Guiding large language models with a selected set of human-authored demonstrations is a common practice for improving LLM applications. However, human effort can be costly, especia…