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Related papers: GitEvo: Code Evolution Analysis for Git Repositori…

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During the software lifecycle, a program can evolve several times for different reasons such as the optimisation of a bottle-neck, the refactoring of an obscure function, etc. These code changes often involve several functions or modules,…

Programming Languages · Computer Science 2017-09-18 David Insa , Sergio Pérez , Josep Silva , Salvador Tamarit

Large language models hold promise as scientific assistants, yet existing agents either rely solely on algorithm evolution or on deep research in isolation, both of which face critical limitations. Pure algorithm evolution, as in…

Artificial Intelligence · Computer Science 2025-10-08 Gang Liu , Yihan Zhu , Jie Chen , Meng Jiang

The choice of programming language is a very important decision as it not only affects the performance and maintainability of the software but also dictates the talent pool and community support available. To better understand the…

Software Engineering · Computer Science 2020-06-03 Samarth Tambad , Rohit Nandwani , Suzanne K. McIntosh

Software engineers resolving repository-level issues do not treat existing tests as immutable correctness oracles. Instead, they iteratively refine both code and the tests used to characterize intended behavior, as new modifications expose…

Software Engineering · Computer Science 2026-04-07 Kefan Li , Yuan Yuan , Mengfei Wang , Shihao Zheng , Wei Wang , Ping Yang , Mu Li , Weifeng Lv

This study examines the impact of GitHub Copilot on a large sample of Copilot users (n=934,533). The analysis shows that users on average accept nearly 30% of the suggested code, leading to increased productivity. Furthermore, our research…

General Economics · Economics 2023-06-28 Thomas Dohmke , Marco Iansiti , Greg Richards

Code search is a core software engineering task. Effective code search tools can help developers substantially improve their software development efficiency and effectiveness. In recent years, many code search studies have leveraged…

Software Engineering · Computer Science 2021-10-12 Chao Liu , Xin Xia , David Lo , Cuiyun Gao , Xiaohu Yang , John Grundy

Software engineering has long studied how software developers work, building a body of work which forms the foundation of many software engineering best practices, tools, and theories. Recently, some developers have begun recording videos…

Software Engineering · Computer Science 2019-05-28 Abdulaziz Alaboudi , Thomas D. LaToza

This paper proposes a software repository model together with associated tooling and consists of several complex, open-source GUI driven applications ready to be used in empirical software research. We start by providing the rationale for…

Software Engineering · Computer Science 2017-02-28 Arthur-Jozsef Molnar

Geospatial modeling provides critical solutions for pressing global challenges such as sustainability and climate change. Existing large language model (LLM)-based algorithm discovery frameworks, such as AlphaEvolve, excel at evolving…

Artificial Intelligence · Computer Science 2025-09-29 Peng Luo , Xiayin Lou , Yu Zheng , Zhuo Zheng , Stefano Ermon

DevOps is a combination of methodologies and tools that improves the software development, build, deployment, and monitoring processes by shortening its lifecycle and improving software quality. Part of this process is CI/CD, which embodies…

Software Engineering · Computer Science 2024-02-28 Hugo da Gião , André Flores , Rui Pereira , Jácome Cunha

Programming languages are engineered languages that allow to instruct a machine and share algorithmic information; they have a great influence on the society since they underlie almost every information technology artefact, and they are at…

Programming Languages · Computer Science 2015-10-16 Silvia Crafa

Large Language Models (LLMs) have become pivotal tools for automating code generation in software development. However, these models face significant challenges in producing version-aware code for rapidly evolving languages like Rust, where…

Software Engineering · Computer Science 2025-03-24 Linxi Liang , Jing Gong , Mingwei Liu , Chong Wang , Guangsheng Ou , Yanlin Wang , Xin Peng , Zibin Zheng

Change in language use is driven by cultural forces; it is unclear whether that extends to programming languages. They are designed to be used by humans, but interaction with computer hardware rather than a human audience may limit…

Programming Languages · Computer Science 2022-08-29 Timothy L Staples

Two key contributions presented in this paper are: i) A method for building a dataset containing source code features extracted from source files taken from Open Source Software (OSS) and associated bug reports, ii) A predictive model for…

Software Engineering · Computer Science 2018-09-13 Ritu Kapur , Balwinder Sodhi

Large Language Models (LLMs) have garnered remarkable advancements across diverse code-related tasks, known as Code LLMs, particularly in code generation that generates source code with LLM from natural language descriptions. This…

Computation and Language · Computer Science 2025-10-28 Juyong Jiang , Fan Wang , Jiasi Shen , Sungju Kim , Sunghun Kim

Modern software engineering often involves using many existing APIs, both open source and, in industrial coding environments, proprietary. Programmers reference documentation and code search tools to remind themselves of proper common usage…

Software Engineering · Computer Science 2020-11-04 Celeste Barnaby , Koushik Sen , Tianyi Zhang , Elena Glassman , Satish Chandra

GitHub issue resolving is a critical task in software engineering, recently gaining significant attention in both industry and academia. Within this task, SWE-bench has been released to evaluate issue resolving capabilities of large…

Long lived software projects encompass a large number of artifacts, which undergo many revisions throughout their history. Empirical software engineering researchers studying software evolution gather and collect datasets with millions of…

Software Engineering · Computer Science 2025-08-15 Souhaila Serbout , Diana Carolina Muñoz Hurtado , Hassan Atwi , Edoardo Riggio , Cesare Pautasso

Recent advances in multimodal large language models (MLLMs) have shown impressive reasoning capabilities. However, further enhancing existing MLLMs necessitates high-quality vision-language datasets with carefully curated task complexities,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-30 Xiuwei Chen , Wentao Hu , Hanhui Li , Jun Zhou , Zisheng Chen , Meng Cao , Yihan Zeng , Kui Zhang , Yu-Jie Yuan , Jianhua Han , Hang Xu , Xiaodan Liang

This is the study that presents an AI-Python-based chatbot that helps students to learn programming by demonstrating solutions to such problems as debugging errors, solving syntax problems or converting abstract theoretical concepts to…

Software Engineering · Computer Science 2025-09-26 Sayed Mahbub Hasan Amiri , Md Mainul Islam