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Clone-and-own approach is a natural way of source code reuse for software developers. To assess how known bugs and security vulnerabilities of a cloned component affect an application, developers and security analysts need to identify an…

Software Engineering · Computer Science 2017-04-28 Takashi Ishio , Yusuke Sakaguchi , Kaoru Ito , Katsuro Inoue

Quantifying the similarity between datasets has widespread applications in statistics and machine learning. The performance of a predictive model on novel datasets, referred to as generalizability, depends on how similar the training and…

Methodology · Statistics 2025-06-18 Marieke Stolte , Franziska Kappenberg , Jörg Rahnenführer , Andrea Bommert

The proliferation of open-source scientific software for science and research presents opportunities and challenges. In this paper, we introduce the SciCat dataset -- a comprehensive collection of Free-Libre Open Source Software (FLOSS)…

Software Engineering · Computer Science 2023-12-12 Addi Malviya-Thakur , Reed Milewicz , Lavinia Paganini , Ahmed Samir Imam Mahmoud , Audris Mockus

Software quality research increasingly relies on large-scale datasets that measure both the product and process aspects of software systems. However, existing resources often focus on limited dimensions, such as code smells, technical debt,…

Software Engineering · Computer Science 2025-11-17 Mikel Robredo , Matteo Esposito , Davide Taibi , Rafael Peñaloza , Valentina Lenarduzzi

Program comprehension concerns the ability of an individual to make an understanding of an existing software system to extend or transform it. Software systems comprise of data that are noisy and missing, which makes program understanding…

Software Engineering · Computer Science 2019-02-05 Amir Saeidi , Jurriaan Hage , Ravi Khadka , Slinger Jansen

Plagiarism is the practice of claiming to be someone else content, thoughts or ideas as one own without any proper credit and citations. This paper is a survey paper that, represent the some of the great research paper and its comparison…

Computation and Language · Computer Science 2022-07-01 Jabir Al Nahian , Abu Kaisar Mohammad Masum

Training a deep learning model on source code has gained significant traction recently. Since such models reason about vectors of numbers, source code needs to be converted to a code representation before vectorization. Numerous approaches…

Software Engineering · Computer Science 2022-07-18 Marjane Namavar , Noor Nashid , Ali Mesbah

Code analyzers such as Error Prone and FindBugs detect code patterns symptomatic of bugs, performance issues, or bad style. These tools express patterns as quick fixes that detect and rewrite unwanted code. However, it is difficult to come…

Software Engineering · Computer Science 2018-09-11 Reudismam Rolim , Gustavo Soares , Rohit Gheyi , Titus Barik , Loris D'Antoni

Software security vulnerabilities can lead to severe consequences, making early detection essential. Although code review serves as a critical defense mechanism against security flaws, relevant feedback remains scarce due to limited…

Software Engineering · Computer Science 2026-01-06 Zixiao Zhao , Yanjie Jiang , Hui Liu , Kui Liu , Lu Zhang

In the evolving landscape of large language models (LLMs) tailored for software engineering, the need for benchmarks that accurately reflect real-world development scenarios is paramount. Current benchmarks are either too simplistic or fail…

Software Engineering · Computer Science 2024-03-29 Zhengran Zeng , Yidong Wang , Rui Xie , Wei Ye , Shikun Zhang

While ChatGPT may help students to learn to program, it can be misused to do plagiarism, a breach of academic integrity. Students can ask ChatGPT to complete a programming task, generating a solution from other people's work without proper…

Artificial Intelligence · Computer Science 2023-10-02 Hapnes Toba , Oscar Karnalim , Meliana Christianti Johan , Terutoshi Tada , Yenni Merlin Djajalaksana , Tristan Vivaldy

We report the findings of a month-long online competition in which participants developed algorithms for augmenting the digital version of patent documents published by the United States Patent and Trademark Office (USPTO). The goal was to…

Computer Vision and Pattern Recognition · Computer Science 2016-03-11 Christoph Riedl , Richard Zanibbi , Marti A. Hearst , Siyu Zhu , Michael Menietti , Jason Crusan , Ivan Metelsky , Karim R. Lakhani

Collaborative competitions have gained popularity in the scientific and technological fields. These competitions involve defining tasks, selecting evaluation scores, and devising result verification methods. In the standard scenario,…

Machine Learning · Computer Science 2024-08-22 Sergio Nava-Muñoz , Mario Graff , Hugo Jair Escalante

In our study, we conducted a comprehensive analysis of three widely used datasets in the domain of building footprint extraction using deep neural networks: the INRIA Aerial Image Labelling dataset, SpaceNet 2: Building Detection v2, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-22 Yeshwanth Kumar Adimoolam , Charalambos Poullis , Melinos Averkiou

Dataset summarisation is a fruitful approach to dataset inspection. However, when applied to a single dataset the discovery of visual concepts is restricted to those most prominent. We argue that a comparative approach can expand upon this…

Computer Vision and Pattern Recognition · Computer Science 2023-09-06 Nanne van Noord

This paper explores the complexities of automatic detection of software similarities, in relation to the unique challenges of digital artifacts, and introduces Project Martial, an open-source software solution for detecting code similarity.…

Software Engineering · Computer Science 2026-01-05 Rares Folea , Emil Slusanschi

We present a benchmark dataset for evaluating method-level code generation task. The benchmark contains a dataset of 175 samples for automated evaluation and a dataset of 161 samples for manual evaluation. We also present a new metric for…

Software Engineering · Computer Science 2022-07-22 Yiyang Hao , Ge Li , Yongqiang Liu , Xiaowei Miao , He Zong , Siyuan Jiang , Yang Liu , He Wei

A code clone is a pair of code fragments, within or between software systems that are similar. Since code clones often negatively impact the maintainability of a software system, several code clone detection techniques and tools have been…

Software Engineering · Computer Science 2020-05-05 Golam Mostaeen , Banani Roy , Chanchal Roy , Kevin Schneider , Jeffrey Svajlenko

The most popular code review tools (e.g., Gerrit and GitHub) present the files to review sorted in alphabetical order. Could this choice or, more generally, the relative position in which a file is presented bias the outcome of code…

Software Engineering · Computer Science 2022-08-09 Enrico Fregnan , Larissa Braz , Marco D'Ambros , Gül Çalikli , Alberto Bacchelli

In managed languages, serialization of objects is typically done in bespoke binary formats such as Protobuf, or markup languages such as XML or JSON. The major limitation of these formats is readability. Human developers cannot read binary…

Software Engineering · Computer Science 2025-12-16 Julian Wachter , Deepika Tiwari , Martin Monperrus , Benoit Baudry
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