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title
description
Optimization
image
site name
author
updated
2026-01-02 23:33:40
raw text
Learning Performance-Improving Code Edits with Learning Performance Improving Code Edits with Alexander Shypula *,1 , Aman Madaan *,2 , Yimeng Zeng 1 , Uri Alon 2 , Jacob Gardner 1 , Milad Hashemi 3 , Graham Neubig 2,4 , Parthasarathy Ranganathan 3 , Osbert Bastani 1 , Amir Yazdanbakhsh 5 1 University of Pennsylvania 2 Carnegie Mellon University 3 Google 4 Inspired Cognition 5 Google Deepmind * Equal contribution Paper Code Data We perform extensive experiments to evaluate and improve Large Language Models (LLMs) for program optimization. We built a custom evaluation framework that benchmarks program execution time in a highly-reliable manner. When measuring average program speedup, we obtained a fine-tuned version of CodeLlama13B that outperforms GPT4 and the best human programmer. Using self-play for program optimization, we also obtain a fine-tuned version of GPT3...
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7 - urialon.ml, phontron.com, parthasarathys.com, ayazdan.com, openreview.net, gem5.org, bulma.io
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