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README files play an essential role in shaping a developer's first impression of a software repository and in documenting the software project that the repository hosts. Yet, we lack a systematic understanding of the content of a typical…

Software Engineering · Computer Science 2018-07-31 Gede Artha Azriadi Prana , Christoph Treude , Ferdian Thung , Thushari Atapattu , David Lo

GitHub is the world's most popular platform for storing, sharing, and managing code. Every GitHub repository has a README file associated with it. The README files should contain project-related information as per the recommendations of…

Artificial Intelligence · Computer Science 2025-07-30 Malik Uzair Mehmood , Shahid Hussain , Wen Li Wang , Muhammad Usama Malik

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

README files play an important role in providing installation-related instructions to software users and are widely used in open source software systems on platforms such as GitHub. However, these files often suffer from various…

Software Engineering · Computer Science 2025-01-08 Haoyu Gao , Christoph Treude , Mansooreh Zahedi

Text simplification research has mostly focused on sentence-level simplification, even though many desirable edits - such as adding relevant background information or reordering content - may require document-level context. Prior work has…

Computation and Language · Computer Science 2023-05-31 Philippe Laban , Jesse Vig , Wojciech Kryscinski , Shafiq Joty , Caiming Xiong , Chien-Sheng Wu

[Background] In large open-source software projects, development knowledge is often fragmented across multiple artefacts and contributors such that individual stakeholders are generally unaware of the full breadth of the product features.…

Software Engineering · Computer Science 2024-08-05 Tim Puhlfürß , Lloyd Montgomery , Walid Maalej

Service manual documents are crucial to the engineering company as they provide guidelines and knowledge to service engineers. However, it has become inconvenient and inefficient for service engineers to retrieve specific knowledge from…

Computation and Language · Computer Science 2021-06-25 Jia Wei Chong , Zhiyuan Chen , Mei Shin Oh

Source code summarizing is a task of writing short, natural language descriptions of source code behavior during run time. Such summaries are extremely useful for software development and maintenance but are expensive to manually…

Machine Learning · Computer Science 2020-04-03 Vivek Gupta

Text readability assessment has a wide range of applications for different target people, from language learners to people with disabilities. The fast pace of textual content production on the web makes it impossible to measure text…

Computation and Language · Computer Science 2022-09-07 Salar Mohtaj , Babak Naderi , Sebastian Möller , Faraz Maschhur , Chuyang Wu , Max Reinhard

Developers use and contribute to repositories on GitHub. Documentation present in the repositories serves as an important source by helping developers to understand, maintain and contribute to the project. Currently, documentation in a…

Software Engineering · Computer Science 2021-03-02 Akhila Sri Manasa Venigalla , Sridhar Chimalakonda

Readme in GitHub repositories serves as a preliminary source of information, and thus helps developers in understanding about the projects, for reuse or extension. Different types of contextual and structural content, which we refer to as…

Software Engineering · Computer Science 2022-06-23 Akhila Sri Manasa Venigalla , Sridhar Chimalakonda

The Transformer architecture and transfer learning have marked a quantum leap in natural language processing, improving the state of the art across a range of text-based tasks. This paper examines how these advancements can be applied to…

Software Engineering · Computer Science 2022-08-29 Pasquale Salza , Christoph Schwizer , Jian Gu , Harald C. Gall

When comprehending code, a helping hand may come from the natural language comments documenting it that, unfortunately, are not always there. To support developers in such a scenario, several techniques have been presented to automatically…

Software Engineering · Computer Science 2024-02-02 Antonio Mastropaolo , Matteo Ciniselli , Luca Pascarella , Rosalia Tufano , Emad Aghajani , Gabriele Bavota

Existing large language models (LLMs) for machine translation are typically fine-tuned on sentence-level translation instructions and achieve satisfactory performance at the sentence level. However, when applied to document-level…

Computation and Language · Computer Science 2024-01-17 Yachao Li , Junhui Li , Jing Jiang , Min Zhang

This paper presents a high-quality multilingual dataset for the documentation domain to advance research on localization of structured text. Unlike widely-used datasets for translation of plain text, we collect XML-structured parallel text…

Computation and Language · Computer Science 2020-06-25 Kazuma Hashimoto , Raffaella Buschiazzo , James Bradbury , Teresa Marshall , Richard Socher , Caiming Xiong

The curse of knowledge can impede communication between experts and laymen. We propose a new task of expertise style transfer and contribute a manually annotated dataset with the goal of alleviating such cognitive biases. Solving this task…

Computation and Language · Computer Science 2020-05-05 Yixin Cao , Ruihao Shui , Liangming Pan , Min-Yen Kan , Zhiyuan Liu , Tat-Seng Chua

Usually, programming languages have official documentation to guide developers with APIs, methods, and classes. However, researchers identified insufficient or inadequate documentation examples and flaws with the API's complex structure as…

Software Engineering · Computer Science 2023-12-05 AmirHossein Naghshzan , Latifa Guerrouj , Olga Baysal

Summarization of speech is a difficult problem due to the spontaneity of the flow, disfluencies, and other issues that are not usually encountered in written texts. Our work presents the first application of the BERTSum model to…

Computation and Language · Computer Science 2020-08-28 Alexandra Savelieva , Bryan Au-Yeung , Vasanth Ramani

Large Language Models (LLMs) often struggle with code generation tasks involving niche software libraries. Existing code generation techniques with only human-oriented documentation can fail -- even when the LLM has access to web search and…

Software Engineering · Computer Science 2025-05-09 Sandya Wijaya , Jacob Bolano , Alejandro Gomez Soteres , Shriyanshu Kode , Yue Huang , Anant Sahai

GitHub commits, which record the code changes with natural language messages for description, play a critical role for software developers to comprehend the software evolution. To promote the development of the open-source software…

Software Engineering · Computer Science 2023-01-24 Shangqing Liu , Yanzhou Li , Xiaofei Xie , Yang Liu
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