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Large Language Models for Code (or code LLMs) are increasingly gaining popularity and capabilities, offering a wide array of functionalities such as code completion, code generation, code summarization, test generation, code translation,…

Software Engineering · Computer Science 2024-10-18 Rahul Krishna , Rangeet Pan , Raju Pavuluri , Srikanth Tamilselvam , Maja Vukovic , Saurabh Sinha

Computer-use agents (CUA) automate tasks specified with natural language such as "order the cheapest item from Taco Bell" by generating sequences of calls to tools such as click, type, and scroll on a browser. Current implementations follow…

Machine Learning · Computer Science 2026-05-21 Caleb Winston , Ron Yifeng Wang , Azalia Mirhoseini , Christos Kozyrakis

The paper describes an approach to implementing genetic programming, which uses the LLVM library to just-in-time compile/interpret the evolved abstract syntax trees. The solution is described in some detail, including a parser (based on…

Neural and Evolutionary Computing · Computer Science 2017-01-23 Michal Gregor , Juraj Spalek

A transcompiler, also known as source-to-source translator, is a system that converts source code from a high-level programming language (such as C++ or Python) to another. Transcompilers are primarily used for interoperability, and to port…

Computation and Language · Computer Science 2020-09-23 Marie-Anne Lachaux , Baptiste Roziere , Lowik Chanussot , Guillaume Lample

Large language models (LLMs), such as ChatGPT and Copilot, are transforming software development by automating code generation and, arguably, enable rapid prototyping, support education, and boost productivity. Therefore, correctness and…

Software Engineering · Computer Science 2024-08-30 Robin Beer , Alexander Feix , Tim Guttzeit , Tamara Muras , Vincent Müller , Maurice Rauscher , Florian Schäffler , Welf Löwe

We introduce CPP-UT-Bench, a benchmark dataset to measure C++ unit test generation capability of a large language model (LLM). CPP-UT-Bench aims to reflect a broad and diverse set of C++ codebases found in the real world. The dataset…

Software Engineering · Computer Science 2024-12-05 Vaishnavi Bhargava , Rajat Ghosh , Debojyoti Dutta

Maximizing parallelism level in applications can be achieved by minimizing overheads due to load imbalances and waiting time due to memory latencies. Compiler optimization is one of the most effective solutions to tackle this problem. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-29 Zahra Khatami , Hartmut Kaiser , J. Ramanujam

ROOT is a data analysis framework broadly used in and outside of High Energy Physics (HEP). Since HEP software frameworks always strive for performance improvements, ROOT was extended with experimental support of runtime C++ Modules. C++…

Programming Languages · Computer Science 2019-10-02 Yuka Takahashi , Vassil Vassilev , Oksana Shadura , Raphael Isemann

Verification of C++ programs has seen considerable progress in several areas, but not for programs that use these languages' mathematical libraries. The reason is that all libraries in widespread use come with no guarantees about the…

Programming Languages · Computer Science 2022-06-23 Roberto Bagnara , Michele Chiari , Roberta Gori , Abramo Bagnara

Scheduling languages express to a compiler a sequence of optimizations to apply. Compilers that support a scheduling language interface allow exploration of compiler optimizations, i.e., exploratory compilers. While scheduling languages…

Programming Languages · Computer Science 2024-10-29 Mary Hall , Cosmin Oancea , Anne C. Elster , Ari Rasch , Sameeran Joshi , Amir Mohammad Tavakkoli , Richard Schulze

FPGA vendors have recently started focusing on OpenCL for FPGAs because of its ability to leverage the parallelism inherent to heterogeneous computing platforms. OpenCL allows programs running on a host computer to launch accelerator…

Hardware Architecture · Computer Science 2017-05-09 Abhishek Kumar Jain , Douglas L. Maskell , Suhaib A. Fahmy

Unit testing is crucial in software engineering for ensuring quality. However, it's not widely used in parallel and high-performance computing software, particularly scientific applications, due to their smaller, diverse user base and…

Software Engineering · Computer Science 2024-07-09 Rabimba Karanjai , Aftab Hussain , Md Rafiqul Islam Rabin , Lei Xu , Weidong Shi , Mohammad Amin Alipour

OneAPI is an open standard that supports cross-architecture software development with minimal effort from developers. It brings DPC++ and C++ compilers which need to be thoroughly tested to verify their correctness, reliability, and…

Cryptography and Security · Computer Science 2025-04-15 Rana Elnaggar , Brian Delgado , Jason M. Fung

LLMs have demonstrated commendable performance across diverse domains. Nevertheless, formulating high-quality prompts to instruct LLMs proficiently poses a challenge for non-AI experts. Existing research in prompt engineering suggests…

Core systems like key-value stores have historically taken years to build, and are designed to be general so as to amortize cost across deployments, paying a significant performance cost. We argue that LLM-based coding agents now make a…

This paper explores the use of Large Language Models (LLMs) and in particular ChatGPT in programming, source code analysis, and code generation. LLMs and ChatGPT are built using machine learning and artificial intelligence techniques, and…

Software Engineering · Computer Science 2023-06-12 Ahmed R. Sadik , Antonello Ceravola , Frank Joublin , Jibesh Patra

Productivity languages such as NumPy and Matlab make it much easier to implement data-intensive numerical algorithms. However, these languages can be intolerably slow for programs that don't map well to their built-in primitives. In this…

Programming Languages · Computer Science 2013-04-09 Eric Hielscher , Alex Rubinsteyn , Dennis Shasha

Context-sensitive global analysis of large code bases can be expensive, which can make its use impractical during software development. However, there are many situations in which modifications are small and isolated within a few…

Programming Languages · Computer Science 2021-07-01 Isabel Garcia-Contreras , Jose F. Morales , Manuel V. Hermenegildo

C++ Modules come in C++20 to fix the long-standing build scalability problems in the language. They provide an io-efficient, on-disk representation capable to reduce build times and peak memory usage. ROOT employs the C++ modules technology…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-03 Vassil Vassilev , David Lange , Malik Shahzad Muzaffar , Mircho Rodozov , Oksana Shadura , Alexander Penev

The C preprocessor (CPP) is a standard tool for introducing variability into source programs and is often applied either implicitly or explicitly for implementing a Software Product Line (SPL). Despite its practical relevance, CPP has many…

Software Engineering · Computer Science 2021-04-13 David Baum , Christina Sixtus , Lisa Vogelsberg , Ulrich Eisenecker