Automatic Identification of Parallelizable Loops Using Transformer-Based Source Code Representations

By: Izavan dos S. Correia, Henrique C. T. Santos, Tiago A. E. Ferreira

Published: 2026-04-01

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Abstract

This paper presents a method for the automatic identification of parallelizable loops using transformer-based source code representations. This research has significant real-world potential in optimizing software performance and development, particularly in areas requiring high-performance computing and efficient resource utilization, by automating a complex task in code analysis.

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Automatic Identification of Parallelizable Loops Using Transformer-Based Source Code Representations | ArXiv Intelligence