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Large Language Models (LLMs) have become a focal point of research across various domains, including software engineering, where their capabilities are increasingly leveraged. Recent studies have explored the integration of LLMs into…

Software Engineering · Computer Science 2024-10-14 Yi Wen Heng , Zeyang Ma , Zhenhao Li , Dong Jae Kim , Tse-Hsun , Chen

The state of numerical computing is currently characterized by a divide between highly efficient yet typically cumbersome low-level languages such as C, C++, and Fortran and highly expressive yet typically slow high-level languages such as…

Optimization and Control · Mathematics 2015-03-20 Miles Lubin , Iain Dunning

Today's programmers can choose from an exceptional range of programming languages, each with its own traits, purpose, and complexity. A key aspect of a language's complexity is how hard it is to compile programs in the language. While most…

Programming Languages · Computer Science 2025-09-10 Violet Szabo , Dominik Winterer , Zhendong Su

The popularity and wide adoption of JavaScript both at the client and server side makes its code analysis more important than ever before. Most of the algorithms for vulnerability analysis, coding issue detection, or type inference rely on…

Software Engineering · Computer Science 2024-05-14 Gábor Antal , Péter Hegedűs , Zoltán Tóth , Rudolf Ferenc , Tibor Gyimóthy

Scientific Computing relies on executing computer algorithms coded in some programming languages. Given a particular available hardware, algorithms speed is a crucial factor. There are many scientific computing environments used to code…

Machine Learning · Computer Science 2019-08-15 Ahmed A. Elsayed , Waleed A. Yousef

All modern web browsers - Internet Explorer, Firefox, Chrome, Opera, and Safari - have a core rendering engine written in C++. This language choice was made because it affords the systems programmer complete control of the underlying…

Programming Languages · Computer Science 2015-05-28 Brian Anderson , Lars Bergstrom , David Herman , Josh Matthews , Keegan McAllister , Manish Goregaokar , Jack Moffitt , Simon Sapin

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

Software Engineering · Computer Science 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

We build a benchmark to evaluate large language models (LLMs) for source code migration tasks, specifically upgrading functions from Java 8 to Java 11. We first collected a dataset of function pairs from open-source repositories, but…

Software Engineering · Computer Science 2026-02-11 Nishil Amin , Zhiwei Fei , Xiang Li , Justyna Petke , He Ye

We evaluate AI-assisted generative capabilities on fundamental numerical kernels in high-performance computing (HPC), including AXPY, GEMV, GEMM, SpMV, Jacobi Stencil, and CG. We test the generated kernel codes for a variety of…

Artificial Intelligence · Computer Science 2023-09-20 William F. Godoy , Pedro Valero-Lara , Keita Teranishi , Prasanna Balaprakash , Jeffrey S. Vetter

Most programming languages, besides C, provide a native abstraction for character strings, but string APIs vary widely in size, expressiveness, and subjective convenience across languages. In Pharo, while at first glance the API of the…

Programming Languages · Computer Science 2019-04-30 Damien Pollet , Stéphane Ducasse

Recent advancements in developing Pre-trained Language Models for Code (Code-PLMs) have urged many areas of Software Engineering (SE) and brought breakthrough results for many SE tasks. Though these models have achieved the state-of-the-art…

Software Engineering · Computer Science 2025-05-19 ZiXiao Zhao , Fatemeh H. Fard

Competitive programming platforms like LeetCode, Codeforces, and HackerRank evaluate programming skills, often used by recruiters for screening. With the rise of advanced Large Language Models (LLMs) such as ChatGPT, Gemini, and Meta AI,…

Software Engineering · Computer Science 2024-09-10 Md Mustakim Billah , Palash Ranjan Roy , Zadia Codabux , Banani Roy

Context: Software Architecture (SA) and Source Code (SC) are two intertwined artefacts that represent the interdependent design decisions made at different levels of abstractions - High-Level (HL) and Low-Level (LL). An understanding of the…

Software Engineering · Computer Science 2021-08-03 Fangchao Tian , Peng Liang , Muhammad Ali Babar

Polyglot programming is gaining popularity as developers integrate multiple programming languages to harness their individual strengths. With the recent popularity of platforms like GraalVM and other multi-language runtimes, creating and…

Software Engineering · Computer Science 2026-02-03 Jyoti Prakash , Abhishek Tiwari , Mikkel Baun Kjærgaard

This document is intended as a stand-alone textbook chapter to be used for introducing some functional programming concepts into a course in which the primary teaching language is Java. For details of the approach, please see the paper…

Programming Languages · Computer Science 2023-02-21 John MacCormick

Many scientific high performance codes that simulate e.g. black holes, coastal waves, climate and weather, etc. rely on block-structured meshes and use finite differencing methods to iteratively solve the appropriate systems of differential…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-26 Patrick Diehl , Steven R. Brandt , Max Morris , Nikunj Gupta , Hartmut Kaiser

This paper presents a large-scale study that investigates the bug resolution characteristics among popular Github projects written in different programming languages. We explore correlations but, of course, we cannot infer causation.…

Software Engineering · Computer Science 2020-01-07 Jie M. Zhang , Feng Li , Dan Hao , Meng Wang , Hao Tang , Lu Zhang , Mark Harman

Programming languages development has intensified in recent years. New ones are created; new features, often cross-paradigm, are featured in old ones. This new programming landscape makes language selection a more complex decision, both…

Software Engineering · Computer Science 2020-10-19 Laura M. Castro

Large Language Models (LLMs) have achieved state-of-the-art performance across software engineering tasks, from code generation to translation. However, we identify and systematically evaluate a critical failure mode: Programming Language…

In software engineering (SE) tasks, the naming approach is so important that it attracts many scholars from all over the world to study how to improve the quality of method names. To accurately recommend method names, we employ a novel…

Software Engineering · Computer Science 2022-01-25 Weidong Wang , Dian Li , Yujian Kang