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In this paper, we observe and address the challenges of the coordination recognition task. Most existing methods rely on syntactic parsers to identify the coordinators in a sentence and detect the coordination boundaries. However,…

Computation and Language · Computer Science 2023-12-01 Qing Wang , Haojie Jia , Wenfei Song , Qi Li

Automated program comprehension underpins many software engineering tasks, from code summarisation to clone detection. Recent deep learning models achieve strong results but typically rely on source code alone, overlooking contextual…

Software Engineering · Computer Science 2025-10-15 Huy Nguyen , Christoph Treude , Patanamon Thongtanunam

Developers spend a large portion of their time and effort on comprehending source code. While many studies have investigated how developers approach these comprehension tasks and what factors influence their success, less is known about how…

Software Engineering · Computer Science 2019-08-01 Chak Shun Yu , Christoph Treude , Maurício Aniche

Software patches are pivotal in refining and evolving codebases, addressing bugs, vulnerabilities, and optimizations. Patch descriptions provide detailed accounts of changes, aiding comprehension and collaboration among developers. However,…

Software Engineering · Computer Science 2024-09-30 Thanh Trong Vu , Tuan-Dung Bui , Thanh-Dat Do , Thu-Trang Nguyen , Hieu Dinh Vo , Son Nguyen

We introduce a new type of programming challenge called programming puzzles, as an objective and comprehensive evaluation of program synthesis, and release an open-source dataset of Python Programming Puzzles (P3). Each puzzle is defined by…

Machine Learning · Computer Science 2021-11-09 Tal Schuster , Ashwin Kalyan , Oleksandr Polozov , Adam Tauman Kalai

Refactoring is a maintenance activity that aims to improve design quality while preserving the behavior of a system. Several (semi)automated approaches have been proposed to support developers in this maintenance activity, based on the…

Software Engineering · Computer Science 2019-05-20 Rodrigo Morales , Foutse Khomh , Giuliano Antoniol

Background: Code reviewing is an essential part of software development to ensure software quality. However, the abundance of review tasks and the intensity of the workload for reviewers negatively impact the quality of the reviews. The…

Software Engineering · Computer Science 2022-07-26 Shadikur Rahman , Umme Ayman Koana , Maleknaz Nayebi

Source code is inherently abstract, which makes it difficult to understand. Activities such as debugging can reveal concrete runtime details, including the values of variables. However, they require that a developer explicitly requests…

Software Engineering · Computer Science 2018-06-21 Matúš Sulír , Jaroslav Porubän

Visual programming has the potential of providing novice programmers with a low-code experience to build customized processing pipelines. Existing systems typically require users to build pipelines from scratch, implying that novice users…

Source code summarization aims at generating concise and clear natural language descriptions for programming languages. Well-written code summaries are beneficial for programmers to participate in the software development and maintenance…

Computation and Language · Computer Science 2022-02-15 Zi Gong , Cuiyun Gao , Yasheng Wang , Wenchao Gu , Yun Peng , Zenglin Xu

Many toolkit developers seek to streamline the visualization programming process through structured support such as prescribed templates and example galleries. However, few projects examine how users organize their own visualization…

Human-Computer Interaction · Computer Science 2025-07-08 Melissa Lin , Heer Patel , Medina Lamkin , Hannah Bako , Leilani Battle

Understanding the changes made by developers when they submit a pull request and/or perform a commit on a repository is a crucial activity in software maintenance and evolution. The common way to review changes relies on examining code…

Software Engineering · Computer Science 2025-08-20 Lei Chen , Michele Lanza , Shinpei Hayashi

In programming education, it makes a difference whether you are dealing with beginners or advanced students. As our future students will become even more tech-savvy, it is necessary to assess programming skills appropriately and quickly to…

Software Engineering · Computer Science 2021-05-12 Max Kesselbacher , Andreas Bollin

Programming-by-Example (PBE) systems synthesize an intended program in some (relatively constrained) domain-specific language from a small number of input-output examples provided by the user. In this paper, we motivate and define the…

Programming Languages · Computer Science 2019-09-16 Sumit Gulwani , Kunal Pathak , Arjun Radhakrishna , Ashish Tiwari , Abhishek Udupa

LLM-based code assistants are becoming increasingly popular among developers. These tools help developers improve their coding efficiency and reduce errors by providing real-time suggestions based on the developer's codebase. While…

Cryptography and Security · Computer Science 2024-10-30 Amit Finkman Noah , Avishag Shapira , Eden Bar Kochva , Inbar Maimon , Dudu Mimran , Yuval Elovici , Asaf Shabtai

We present CoTexT, a pre-trained, transformer-based encoder-decoder model that learns the representative context between natural language (NL) and programming language (PL). Using self-supervision, CoTexT is pre-trained on large programming…

Artificial Intelligence · Computer Science 2021-06-22 Long Phan , Hieu Tran , Daniel Le , Hieu Nguyen , James Anibal , Alec Peltekian , Yanfang Ye

Every programmer has a characteristic style, ranging from preferences about identifier naming to preferences about object relationships and design patterns. Coding conventions define a consistent syntactic style, fostering readability and…

Software Engineering · Computer Science 2016-11-09 Miltiadis Allamanis , Earl T. Barr , Christian Bird , Charles Sutton

The automatic generation of source code is one of the long-lasting dreams in software engineering research. Several techniques have been proposed to speed up the writing of new code. For example, code completion techniques can recommend to…

Software Engineering · Computer Science 2023-02-09 Matteo Ciniselli , Luca Pascarella , Emad Aghajani , Simone Scalabrino , Rocco Oliveto , Gabriele Bavota

Code review is widely known as one of the best practices for software quality assurance in software development. In a typical code review process, reviewers check the code committed by developers to ensure the quality of the code, during…

Software Engineering · Computer Science 2024-04-05 Beiqi Zhang , Liming Fu , Peng Liang , Jiaxin Yu , Chong Wang

Code summarization is the task of generating natural language descriptions of source code, which is critical for software comprehension and maintenance. While large language models (LLMs) have achieved remarkable progress on this task, an…

Software Engineering · Computer Science 2026-02-27 Jiahao Zhang , Yifan Zhang , Kevin Leach , Yu Huang
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