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Researchers and practitioners have designed and implemented various automated test case generators to support effective software testing. Such generators exist for various languages (e.g., Java, C#, or Python) and for various platforms…

Automated unit test case generation tools facilitate test-driven development and support developers by suggesting tests intended to identify flaws in their code. Existing approaches are usually guided by the test coverage criteria,…

软件工程 · 计算机科学 2021-05-24 Michele Tufano , Dawn Drain , Alexey Svyatkovskiy , Shao Kun Deng , Neel Sundaresan

Research in the area of automated test generation has seen remarkable progress in recent years, resulting in several approaches and tools for effective and efficient generation of test cases. In particular, the EvoSuite tool has been at the…

软件工程 · 计算机科学 2025-01-17 Fitsum Kifetew , Davide Prandi , Angelo Susi

This tool demonstration presents a research toolkit for a language model of Java source code. The target audience includes researchers studying problems at the granularity level of subroutines, statements, or variables in Java. In contrast…

软件工程 · 计算机科学 2023-05-16 Chia-Yi Su , Aakash Bansal , Vijayanta Jain , Sepideh Ghanavati , Collin McMillan

Generating tests automatically is a key and ongoing area of focus in software engineering research. The emergence of Large Language Models (LLMs) has opened up new opportunities, given their ability to perform a wide spectrum of tasks.…

软件工程 · 计算机科学 2025-01-20 Azat Abdullin , Pouria Derakhshanfar , Annibale Panichella

A code generation model generates code by taking a prompt from a code comment, existing code, or a combination of both. Although code generation models (e.g., GitHub Copilot) are increasingly being adopted in practice, it is unclear whether…

Test case generation (TCG) for Python poses distinctive challenges due to the language's dynamic nature and the absence of strict type information. Previous research has successfully explored automated unit TCG for Python, with solutions…

Today, most automated test generators, such as search-based software testing (SBST) techniques focus on achieving high code coverage. However, high code coverage is not sufficient to maximise the number of bugs found, especially when given…

软件工程 · 计算机科学 2021-09-28 Anjana Perera , Aldeida Aleti , Marcel Böhme , Burak Turhan

Software testing is one of the very important Quality Assurance (QA) components. A lot of researchers deal with the testing process in terms of tester motivation and how tests should or should not be written. However, it is not known from…

This paper explores the effectiveness of modular randomized testing for object oriented programs in Java. Modular testing involves testing individual components of a program in isolation. Often times, for effective test generation, a series…

软件工程 · 计算机科学 2026-05-06 Elizabeth Dinella

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

Empirical evaluation of verification tools by benchmarking is a common method in software verification research. The Competition on Software Verification (SV-COMP) aims at standardization and reproducibility of benchmarking within the…

计算机科学中的逻辑 · 计算机科学 2019-03-05 Lucas Cordeiro , Daniel Kroening , Peter Schrammel

Search-based test generation is guided by feedback from one or more fitness functions - scoring functions that judge solution optimality. Choosing informative fitness functions is crucial to meeting the goals of a tester. Unfortunately,…

软件工程 · 计算机科学 2021-08-31 Hussein Almulla , Gregory Gay

Unit testing is an essential activity in software development for verifying the correctness of software components. However, manually writing unit tests is challenging and time-consuming. The emergence of Large Language Models (LLMs) offers…

In this paper, we describe and present the first dataset of source code plagiarism specifically aimed at contest plagiarism. The dataset contains 251 pairs of plagiarized solutions of competitive programming tasks in Java, as well as 660…

软件工程 · 计算机科学 2023-03-21 Evgeniy Slobodkin , Alexander Sadovnikov

Unit testing is an essential part of the software development process, which helps to identify issues with source code in early stages of development and prevent regressions. Machine learning has emerged as viable approach to help software…

软件工程 · 计算机科学 2022-03-25 Michele Tufano , Shao Kun Deng , Neel Sundaresan , Alexey Svyatkovskiy

This report outlines the objectives, methodology, challenges, and results of the first Fuzzing Competition held at SBFT 2023. The competition utilized FuzzBench to assess the code-coverage performance and bug-finding efficacy of eight…

软件工程 · 计算机科学 2023-05-17 Dongge Liu , Jonathan Metzman , Marcel Böhme , Oliver Chang , Abhishek Arya

Modern software development reuses code by importing libraries as dependencies. Software projects typically include an average of 36 dependencies, with 80% being transitive, meaning they are dependencies of dependencies. Recent research…

软件工程 · 计算机科学 2025-10-24 Jonas Klauke , Tom Ohlmer , Stefan Schott , Serena Elisa Ponta , Wolfram Fischer , Eric Bodden

Automated test generation has a substantial body of work, yet most studies focus on generating tests for complete software units, such as classes, and rely on metrics such as code coverage for assessment. In contrast, modern software…

软件工程 · 计算机科学 2026-05-26 Vahid Haratian , Atakan Akar , Berk Çakar , Eray Tüzün

Search-Based Software Testing (SBST) is a well-established approach for automated unit test generation, yet it often suffers from premature convergence and limited diversity in the generated test suites. Recently, Large Language Models…

软件工程 · 计算机科学 2026-02-13 Lior Broide , Roni Stern , Argaman Mordoch
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