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Structural locality is a ubiquitous feature of real-world datasets, wherein data points are organized into local hierarchies. Some examples include topical clusters in text or project hierarchies in source code repositories. In this paper,…

Computation and Language · Computer Science 2022-02-02 Frank F. Xu , Junxian He , Graham Neubig , Vincent J. Hellendoorn

Source code processing heavily relies on the methods widely used in natural language processing (NLP), but involves specifics that need to be taken into account to achieve higher quality. An example of this specificity is that the semantics…

Software Engineering · Computer Science 2021-04-28 Nadezhda Chirkova

Code annotations is a widely used feature in Java systems to configure custom metadata on programming elements. Their increasing presence creates the need for approaches to assess and comprehend their usage and distribution. In this…

Software Engineering · Computer Science 2022-10-14 Phyllipe Lima , Jorge Melegati , Everaldo Gomes , Nathalya Stefhany Pereira , Eduardo Guerra , Paulo Meirelles

Writing documentation about software internals is rarely considered a rewarding activity. It is highly time-consuming and the resulting documentation is fragile when the software is continuously evolving in a multi-developer setting.…

Software Engineering · Computer Science 2013-11-13 Tobias Kuhn , Alexandre Bergel

(Source) Code summarization aims to automatically generate summaries/comments for a given code snippet in the form of natural language. Such summaries play a key role in helping developers understand and maintain source code. Existing code…

Software Engineering · Computer Science 2023-11-07 Weisong Sun , Chunrong Fang , Yuchen Chen , Quanjun Zhang , Guanhong Tao , Tingxu Han , Yifei Ge , Yudu You , Bin Luo

Social coding platforms, such as GitHub, serve as laboratories for studying collaborative problem solving in open source software development; a key feature is their ability to support issue reporting which is used by teams to discuss tasks…

Computation and Language · Computer Science 2020-11-11 Ayesha Enayet , Gita Sukthankar

With the growth of natural language processing techniques and demand for improved software engineering efficiency, there is an emerging interest in translating intention from human languages to programming languages. In this survey paper,…

Software Engineering · Computer Science 2021-05-20 Celine Lee , Justin Gottschlich , Dan Roth

Java Code Generation consists in generating automatically Java code from a Natural Language Text. This NLP task helps in increasing programmers' productivity by providing them with immediate solutions to the simplest and most repetitive…

Computation and Language · Computer Science 2023-06-13 Jessica López Espejel , Mahaman Sanoussi Yahaya Alassan , El Mehdi Chouham , Walid Dahhane , El Hassane Ettifouri

Method-level comments are critical for improving code comprehension and supporting software maintenance. With advancements in large language models (LLMs), automated comment generation has become a major research focus. However, existing…

Software Engineering · Computer Science 2025-04-29 Md Mustakim Billah , Md Shamimur Rahman , Banani Roy

Traditionally, we have two possibilities to design tools for program comprehension and analysis. The first option is to create a standalone program, independent of any source code editor. This way, the act of source code editing is…

Software Engineering · Computer Science 2018-08-31 Matúš Sulír , Jaroslav Porubän , Ondrej Zoričák

This paper explores learning rich self-supervised entity representations from large amounts of the associated text. Once pre-trained, these models become applicable to multiple entity-centric tasks such as ranked retrieval, knowledge base…

Computation and Language · Computer Science 2021-03-01 Yury Zemlyanskiy , Sudeep Gandhe , Ruining He , Bhargav Kanagal , Anirudh Ravula , Juraj Gottweis , Fei Sha , Ilya Eckstein

We present an approach for the detection of coordinate-term relationships between entities from the software domain, that refer to Java classes. Usually, relations are found by examining corpus statistics associated with text entities. In…

Computation and Language · Computer Science 2015-05-05 Dana Movshovitz-Attias , William W. Cohen

Modern code review is a process in which an incremental code contribution made by a code author is reviewed by one or more peers before it is committed to the version control system. An important element of modern code review is verifying…

Technical debt (TD) describes the additional costs that emerge when developers have opted for a quick and easy solution to a problem, rather than a more effective and well-designed, but time-consuming approach. Self-Admitted Technical Debts…

Software Engineering · Computer Science 2025-08-12 Nam Le Hai , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio , Rick Kazman

Automated source code summarization is a task that generates summarized information about the purpose, usage, and--or implementation of methods and classes to support understanding of these code entities. Multiple approaches and techniques…

Software Engineering · Computer Science 2021-11-30 AmirHossein Naghshzan , Latifa Guerrouj , Olga Baysal

Identifiers make up a majority of the text in code. They are one of the most basic mediums through which developers describe the code they create and understand the code that others create. Therefore, understanding the patterns latent in…

Automatic source code summarization is the task of generating natural language descriptions for source code. Automatic code summarization is a rapidly expanding research area, especially as the community has taken greater advantage of…

Software Engineering · Computer Science 2020-04-08 Alexander LeClair , Sakib Haque , Lingfei Wu , Collin McMillan

Semantic similarity measures are a key component in natural language processing tasks such as document analysis, requirement matching, and user input interpretation. However, the performance of individual measures varies considerably across…

Computation and Language · Computer Science 2025-04-28 Jorge Martinez-Gil

Code review is considered a key process in the software industry for minimizing bugs and improving code quality. Inspection of review process effectiveness and continuous improvement can boost development productivity. Such inspection is a…

Software Engineering · Computer Science 2023-07-11 Saifullah Mahbub , Md. Easin Arafat , Chowdhury Rafeed Rahman , Zannatul Ferdows , Masum Hasan

Source code summarization is the task of writing natural language descriptions of source code. A typical use case is generating short summaries of subroutines for use in API documentation. The heart of almost all current research into code…

Software Engineering · Computer Science 2023-09-06 Aakash Bansal , Chia-Yi Su , Collin McMillan