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Code generation models can help improve many common software tasks ranging from code completion to defect prediction. Most of the existing benchmarks for code generation LLMs focus on code authoring or code completion. Surprisingly, there…

软件工程 · 计算机科学 2025-03-20 Kush Jain , Gabriel Synnaeve , Baptiste Rozière

Software bloat is code that is packaged in an application but is actually not necessary to run the application. The presence of software bloat is an issue for security, for performance, and for maintenance. In this paper, we introduce a…

软件工程 · 计算机科学 2022-05-20 César Soto-Valero , Thomas Durieux , Nicolas Harrand , Benoit Baudry

Technology has developed so fast that we feel both safe as well as unsafe in both ways. Systems used today are always prone to attack by malicious users. In most cases, services are hindered because these systems cannot handle the amount of…

密码学与安全 · 计算机科学 2019-05-31 AKM Bahalul Haque , Rabeya Sultana , Mohammad Sajid Fahad , MD Nasif Latif , Md. Amdadul Bari

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

软件工程 · 计算机科学 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

Testing is one of the most indispensable tasks in software engineering. The role of testing in software development has grown significantly because testing is able to reveal defects in the code in an early stage of development. Many unit…

软件工程 · 计算机科学 2010-12-07 Norbert Pataki

Nowadays, locating software components responsible for observed failures is one of the most expensive and error-prone tasks in the software development process. To improve the debugging process efficiency, some effort was already made to…

软件工程 · 计算机科学 2013-06-20 Alexandre Perez

Test input generators are an important part of property-based testing (PBT) frameworks, and a key expectation is that they be capable of producing all acceptable elements that satisfy both the function's input type and the…

编程语言 · 计算机科学 2025-12-09 Zhe Zhou , Ashish Mishra , Benjamin Delaware , Suresh Jagannathan

Metamorphic testing (MT) is a simple yet effective technique to alleviate the oracle problem in software testing. The underlying idea of MT is to test a software system by checking whether metamorphic relations (MRs) hold among multiple…

软件工程 · 计算机科学 2024-12-31 An Fu , Chang-ai Sun , Jiaming Zhang , Huai Liu

Coverage Types provide a suitable type mechanism that integrates under-approximation logic to support Property-Based Testing. They are used to type the return value of a function that represents an input test generator. This allows us to…

计算机科学中的逻辑 · 计算机科学 2025-02-25 Angelo Passarelli , Gian-Luigi Ferrari

High-quality data is key to interpretable and trustworthy data analytics and the basis for meaningful data-driven decisions. In practical scenarios, data quality is typically associated with data preprocessing, profiling, and cleansing for…

数据库 · 计算机科学 2019-07-19 Lisa Ehrlinger , Elisa Rusz , Wolfram Wöß

Context: When an application evolves, some of the developed test cases break. Discarding broken test cases causes a significant waste of effort and leads to test suites that are less effective and have lower coverage. Test repair approaches…

软件工程 · 计算机科学 2019-09-25 Javaria Imtiaz , Salman Sherin , Muhammad Uzair khan , Muhammad Zohaib Iqbal

This chapter surveys the state of the art in code coverage from the perspective of test automation. Our aim is to describe and motivate the three most popular classes of glass box test coverage models, which are: control flow, logic and…

软件工程 · 计算机科学 2021-08-27 Karl Meinke

An approach is introduced, which supports a testing technician in the identification of possibly untested behavior of control software of fully integrated automated production systems (aPS). Based on an approach for guided semi-automatic…

软件工程 · 计算机科学 2022-12-12 Sebastian Ulewicz , Birgit Vogel-Heuser

Testing is the primary approach for detecting software defects. A major challenge faced by testers lies in crafting efficient test suites, able to detect a maximum number of bugs with manageable effort. To do so, they rely on coverage…

Typical Node.js applications extensively rely on packages hosted in the npm registry. As such packages may be used by thousands of other packages or applications, it is important to assess their code coverage. Moreover, increasing code…

软件工程 · 计算机科学 2021-05-17 Haiyang Sun , Andrea Rosà , Daniele Bonetta , Walter Binder

The technical state of software, i.e., its technical debt (TD) and maintainability are of increasing interest as ever more software is developed and deployed. Since td and maintainability are neither uniformly defined, not easy to…

软件工程 · 计算机科学 2022-03-01 Rolf-Helge Pfeiffer , Mircea Lungu

Code coverage analysis has been widely adopted in the continuous integration of open-source and industry software repositories to monitor the adequacy of regression test suites. However, computing code coverage can be costly, introducing…

软件工程 · 计算机科学 2024-10-30 Jiale Amber Wang , Kaiyuan Wang , Pengyu Nie

Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

软件工程 · 计算机科学 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

Testing is an essential tool to assure software, especially so in safety-critical applications. To quantify how thoroughly a software item has been tested, a test coverage metric is required. Maybe the strictest such metric known in the…

软件工程 · 计算机科学 2025-11-25 Wanja Zaeske , Pietro Albini , Florian Gilcher , Umut Durak

Code coverage analysis has become a standard approach in software development, facilitating the assessment of test suite effectiveness, the identification of under-tested code segments, and the discovery of performance bottlenecks. When…

软件工程 · 计算机科学 2026-01-06 Nils Bosbach , Alwalid Salama , Lukas Jünger , Mark Burton , Niko Zurstraßen , Rebecca Pelke , Rainer Leupers