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Effect of Abstractions and Prompting Strategies on LLM-Guided High-Performance Optimizations

This paper demonstrates that for parallel HPC applications, directly prompting Large Language Models to generate optimized C code with specific goals yields better performance and validity than relying on traditional domain-specific abstractions and auto-tuning frameworks.

Original authors: Jiří Klepl, Maty'aš Brabec, Martin Kruliš

Published 2026-08-11
📖 1 min read☕ Coffee break read

Original authors: Jiří Klepl, Maty'aš Brabec, Martin Kruliš

Original paper licensed under CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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