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One of the first steps to perform most of the software maintenance activities, such as updating features or fixing bugs, is to have a relatively good understanding of the program's source code which is often written by other developers. A…

Software Engineering · Computer Science 2016-12-13 Sahar Badihi , Abbas Heydarnoori

Code summarization generates brief natural language descriptions of source code pieces, which can assist developers in understanding code and reduce documentation workload. Recent neural models on code summarization are trained and…

Software Engineering · Computer Science 2022-10-24 Rui Xie , Tianxiang Hu , Wei Ye , Shikun Zhang

Object-oriented Application Programing Interfaces (APIs) support software reuse by providing pre-implemented functionalities. Due to the huge number of included classes, reusing and understanding large APIs is a complex task. Otherwise,…

Software Engineering · Computer Science 2016-06-03 Anas Shatnawi , Abdelhak Seriai , Houari Sahraoui , Zakarea Al-Shara

With the rise of software-as-a-service and microservice architectures, RESTful APIs are now ubiquitous in mobile and web applications. A service can have tens or hundreds of API methods, making it a challenge for programmers to find the…

Programming Languages · Computer Science 2022-04-06 Zheng Guo , David Cao , Davin Tjong , Jean Yang , Cole Schlesinger , Nadia Polikarpova

Understanding and analyzing big data is firmly recognized as a powerful and strategic priority. For deeper interpretation of and better intelligence with big data, it is important to transform raw data (unstructured, semi-structured and…

Information Retrieval · Computer Science 2016-12-13 Seyed-Mehdi-Reza Beheshti , Alireza Tabebordbar , Boualem Benatallah , Reza Nouri

Software development activity has reached a high degree of complexity, guided by the heterogeneity of the components, data sources, and tasks. The proliferation of open-source software (OSS) repositories has stressed the need to reuse…

Software Engineering · Computer Science 2021-02-16 Phuong T. Nguyen , Juri Di Rocco , Claudio Di Sipio , Davide Di Ruscio , Massimiliano Di Penta

Modern software development relies heavily on Application Programming Interface (API) libraries. However, there are often certain constraints on using API elements in such libraries. Failing to follow such constraints (API misuse) could…

Software Engineering · Computer Science 2019-08-20 Tam The Nguyen , Phong Minh Vu , Tung Thanh Nguyen

For tasks like code synthesis from natural language, code retrieval, and code summarization, data-driven models have shown great promise. However, creating these models require parallel data between natural language (NL) and code with…

Computation and Language · Computer Science 2018-05-24 Pengcheng Yin , Bowen Deng , Edgar Chen , Bogdan Vasilescu , Graham Neubig

Utilizing pre-existing software artifacts, such as libraries and Application Programming Interfaces (APIs), is crucial for software development efficiency. However, the abundance of artifacts that provide similar functionality can lead to…

Software Engineering · Computer Science 2023-04-12 Kisub Kim , Ferdian Thung , Ting Zhang , Ivana Clairine Irsan , Ratnadira Widyasari , Zhou Yang , David Lo

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

Software developers create and share code online to demonstrate programming language concepts and programming tasks. Code snippets can be a useful way to explain and demonstrate a programming concept, but may not always be directly…

Software Engineering · Computer Science 2018-08-16 Eric Horton , Chris Parnin

Application Programming Interfaces (APIs) are designed to help developers build software more effectively. Recommending the right APIs for specific tasks has gained increasing attention among researchers and developers in recent years. To…

Information Retrieval · Computer Science 2024-01-30 Moshi Wei , Nima Shiri Harzevili , Alvine Boaye Belle , Junjie Wang , Lin Shi , Jinqiu Yang , Song Wang , Ming Zhen , Jiang

Since its launch in November 2022, ChatGPT has gained popularity among users, especially programmers who use it as a tool to solve development problems. However, while offering a practical solution to programming problems, ChatGPT should be…

Software Engineering · Computer Science 2023-08-08 Phuong T. Nguyen , Juri Di Rocco , Claudio Di Sipio , Riccardo Rubei , Davide Di Ruscio , Massimiliano Di Penta

Developers often resort to online Q&A forums such as Stack Overflow (SO) for filling their programming needs. Although code examples on those forums are good starting points, they are often incomplete and inadequate for developers' local…

Software Engineering · Computer Science 2019-05-30 Tianyi Zhang , Di Yang , Cristina Videira Lopes , Miryung Kim

Many JavaScript applications perform HTTP requests to web APIs, relying on the request URL, HTTP method, and request data to be constructed correctly by string operations. Traditional compile-time error checking, such as calling a…

Software Engineering · Computer Science 2017-02-17 Erik Wittern , Annie T. T. Ying , Yunhui Zheng , Julian Dolby , Jim A. Laredo

As software systems grow in scale, developers face increasing difficulty in selecting appropriate Application Programming Interfaces (APIs) from numerous options. Efficiently identifying APIs that satisfy functional requirements has become…

Software Engineering · Computer Science 2026-05-04 Shenglong Wu , Xunhui Zhang , Tao Wang

Dataflow diagrams (DFDs) are a valuable asset for securing applications, as they are the starting point for many security assessment techniques. Their creation, however, is often done manually, which is time-consuming and introduces…

Software Engineering · Computer Science 2023-04-26 Simon Schneider , Riccardo Scandariato

Reusing existing datasets is of considerable significance to researchers and developers. Dataset search engines help a user find relevant datasets for reuse. They can present a snippet for each retrieved dataset to explain its relevance to…

Information Retrieval · Computer Science 2019-07-03 Xiaxia Wang , Jinchi Chen , Shuxin Li , Gong Cheng , Jeff Z. Pan , Evgeny Kharlamov , Yuzhong Qu

Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

Software Engineering · Computer Science 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

The task of repository-level code completion is to continue writing the unfinished code based on a broader context of the repository. While for automated code completion tools, it is difficult to utilize the useful information scattered in…

Computation and Language · Computer Science 2023-10-23 Fengji Zhang , Bei Chen , Yue Zhang , Jacky Keung , Jin Liu , Daoguang Zan , Yi Mao , Jian-Guang Lou , Weizhu Chen
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