Large language models for software engineering: A systematic literature review

X Hou, Y Zhao, Y Liu, Z Yang, K Wang, L Li… - ACM Transactions on …, 2024 - dl.acm.org
Large Language Models (LLMs) have significantly impacted numerous domains, including
Software Engineering (SE). Many recent publications have explored LLMs applied to …

A survey of flaky tests

O Parry, GM Kapfhammer, M Hilton… - ACM Transactions on …, 2021 - dl.acm.org
Tests that fail inconsistently, without changes to the code under test, are described as flaky.
Flaky tests do not give a clear indication of the presence of software bugs and thus limit the …

Flakeflagger: Predicting flakiness without rerunning tests

A Alshammari, C Morris, M Hilton… - 2021 IEEE/ACM 43rd …, 2021 - ieeexplore.ieee.org
When developers make changes to their code, they typically run regression tests to detect if
their recent changes (re) introduce any bugs. However, many tests are flaky, and their …

[HTML][HTML] Assessing test artifact quality—A tertiary study

HKV Tran, M Unterkalmsteiner, J Börstler… - Information and Software …, 2021 - Elsevier
Context: Modern software development increasingly relies on software testing for an ever
more frequent delivery of high quality software. This puts high demands on the quality of the …

A study on the lifecycle of flaky tests

W Lam, K Muşlu, H Sajnani… - Proceedings of the ACM …, 2020 - dl.acm.org
During regression testing, developers rely on the pass or fail outcomes of tests to check
whether changes broke existing functionality. Thus, flaky tests, which nondeterministically …

An empirical study of flaky tests in python

M Gruber, S Lukasczyk, F Kroiß… - 2021 14th IEEE …, 2021 - ieeexplore.ieee.org
Tests that cause spurious failures without any code changes, ie, flaky tests, hamper
regression testing, increase maintenance costs, may shadow real bugs, and decrease trust …

What is the vocabulary of flaky tests?

G Pinto, B Miranda, S Dissanayake… - Proceedings of the 17th …, 2020 - dl.acm.org
Flaky tests are tests whose outcomes are non-deterministic. Despite the recent research
activity on this topic, no effort has been made on understanding the vocabulary of flaky tests …

Flakify: A black-box, language model-based predictor for flaky tests

S Fatima, TA Ghaleb, L Briand - IEEE Transactions on Software …, 2022 - ieeexplore.ieee.org
Software testing assures that code changes do not adversely affect existing functionality.
However, a test case can be flaky, ie, passing and failing across executions, even for the …

Understanding reproducibility and characteristics of flaky tests through test reruns in Java projects

W Lam, S Winter, A Astorga, V Stodden… - 2020 IEEE 31st …, 2020 - ieeexplore.ieee.org
Flaky tests are tests that can non-deterministically pass and fail. They pose a major
impediment to regression testing, because they provide an inconclusive assessment on …

Empirically evaluating flaky test detection techniques combining test case rerunning and machine learning models

O Parry, GM Kapfhammer, M Hilton… - Empirical Software …, 2023 - Springer
A flaky test is a test case whose outcome changes without modification to the code of the test
case or the program under test. These tests disrupt continuous integration, cause a loss of …