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Large Language Models demonstrate the ability to solve various programming tasks, including code generation. Typically, the performance of LLMs is measured on benchmarks with small or medium-sized context windows of thousands of lines of…

Computation and Language · Computer Science 2025-05-08 Aidar Valeev , Roman Garaev , Vadim Lomshakov , Irina Piontkovskaya , Vladimir Ivanov , Israel Adewuyi

In the past decade, the amount of research being done in the fields of machine learning and deep learning, predominantly in the area of natural language processing (NLP), has risen dramatically. A well-liked method for developing…

Computation and Language · Computer Science 2023-08-04 Taha Lokat , Divyam Prajapati , Shubhada Labde

Code cloning plays a very important role in open-source software engineering. The presence of clones within a project may indicate a need for refactoring, and clones between projects are even more interesting, since code migration takes…

Software Engineering · Computer Science 2021-08-16 Yaroslav Golubev , Timofey Bryksin

Traditionally, computer programming has been the prerogative of professional developers using textual programming languages such as C, Java, or Python. Low-code programming promises an alternative: letting citizen developers create programs…

Programming Languages · Computer Science 2023-09-26 Martin Hirzel

In this paper, we provide a comprehensive study on a new task called collaborative camouflaged object detection (CoCOD), which aims to simultaneously detect camouflaged objects with the same properties from a group of relevant images. To…

Computer Vision and Pattern Recognition · Computer Science 2023-10-09 Cong Zhang , Hongbo Bi , Tian-Zhu Xiang , Ranwan Wu , Jinghui Tong , Xiufang Wang

We present The Vault, a dataset of high-quality code-text pairs in multiple programming languages for training large language models to understand and generate code. We present methods for thoroughly extracting samples that use both…

Computation and Language · Computer Science 2023-10-31 Dung Nguyen Manh , Nam Le Hai , Anh T. V. Dau , Anh Minh Nguyen , Khanh Nghiem , Jin Guo , Nghi D. Q. Bui

Large Language Models (LLMs) face critical challenges when analyzing security vulnerabilities in real world codebases: token limits prevent loading entire repositories, code embeddings fail to capture inter procedural data flows, and LLMs…

Cryptography and Security · Computer Science 2026-03-27 Ahmed Lekssays

Software Heritage is the largest existing public archive of software source code and accompanying development history. It spans more than five billion unique source code files and one billion unique commits , coming from more than 80…

Software Engineering · Computer Science 2020-11-17 Antoine Pietri , Diomidis Spinellis , Stefano Zacchiroli

Deep learning has gained substantial popularity in recent years. Developers mainly rely on libraries and tools to add deep learning capabilities to their software. What kinds of bugs are frequently found in such software? What are the root…

Software Engineering · Computer Science 2019-06-05 Md Johirul Islam , Giang Nguyen , Rangeet Pan , Hridesh Rajan

Large Language Models (LLMs) for code have gained significant attention recently. They can generate code in different programming languages based on provided prompts, fulfilling a long-lasting dream in Software Engineering (SE), i.e.,…

Software Engineering · Computer Science 2024-03-19 Florian Tambon , Arghavan Moradi Dakhel , Amin Nikanjam , Foutse Khomh , Michel C. Desmarais , Giuliano Antoniol

In this paper, we describe and present the first dataset of source code plagiarism specifically aimed at contest plagiarism. The dataset contains 251 pairs of plagiarized solutions of competitive programming tasks in Java, as well as 660…

Software Engineering · Computer Science 2023-03-21 Evgeniy Slobodkin , Alexander Sadovnikov

Existing class-level code generation datasets are either synthetic (ClassEval: 100 classes) or insufficient in scale for modern training needs (RealClassEval: 400 classes), hindering robust evaluation and empirical analysis. We present…

Software Engineering · Computer Science 2026-05-01 Musfiqur Rahman , SayedHassan Khatoonabadi , Emad Shihab

The advancement of machine learning for compiler optimization, particularly within the polyhedral model, is constrained by the scarcity of large-scale, public performance datasets. This data bottleneck forces researchers to undertake costly…

Programming Languages · Computer Science 2025-12-30 Massinissa Merouani , Afif Boudaoud , Riyadh Baghdadi

Large language models make remarkable progress in reasoning capabilities. Existing works focus mainly on deductive reasoning tasks (e.g., code and math), while another type of reasoning mode that better aligns with human learning, inductive…

Computation and Language · Computer Science 2025-03-18 Kedi Chen , Zhikai Lei , Fan Zhang , Yinqi Zhang , Qin Chen , Jie Zhou , Liang He , Qipeng Guo , Kai Chen , Wei Zhang

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

Competitive programming has become a popular way for programmers to test their skills. Large-scale online programming contests attract millions of experienced programmers to compete against each other. Competition-level programming problems…

Software Engineering · Computer Science 2022-06-07 Jialu Zhang , De Li , John C. Kolesar , Hanyuan Shi , Ruzica Piskac

There are many declarative frameworks that allow us to implement code formatters relatively easily for any specific language, but constructing them is cumbersome. The first problem is that "everybody" wants to format their code differently,…

Programming Languages · Computer Science 2016-06-30 Terence Parr , Jurgin Vinju

Large models have delivered remarkable performance across a wide range of perception and generation tasks, yet practical deployment is increasingly constrained by computational and memory budgets, as well as privacy requirements. Split…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Youwei Pang , Changsheng Gao , Dong Liu , Huchuan Lu , Weisi Lin

Objective. Epidemiological studies require data that are in alignment with the classifications established for occupations or economic activities. The classifications usually include hundreds of codes and titles. Manual coding of raw data…

Computation and Language · Computer Science 2020-12-15 Nenad Savic , Nicolas Bovio , Fabian Gilbert , Irina Guseva Canu

Software repositories are rich sources of qualitative artifacts, including source code comments, commit messages, issue descriptions, and documentation. These artifacts offer many interesting insights when analyzed through quantitative…

Software Engineering · Computer Science 2024-06-13 Christoph Treude
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