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This paper describes how to adapt a static code analyzer to help novice programmers. Current analyzers have been built to give feedback to experienced programmers who build new applications or systems. The type of feedback and the type of…

软件工程 · 计算机科学 2017-10-03 Tim Blok , Ansgar Fehnker

Software developers are increasingly dependent on question and answer portals and blogs for coding solutions. While such interfaces provide useful information, there are concerns that code hosted here is often incorrect, insecure or…

软件工程 · 计算机科学 2022-02-04 Sherlock A. Licorish , Markus Wagner

Just like other software, spreadsheets can contain significant faults. Static analysis is an accepted and well-established technique in software engineering known for its capability to discover faults. In recent years, a growing number of…

软件工程 · 计算机科学 2014-01-30 Daniel Kulesz , Jan-Peter Ostberg

Static analyzers are tool sets which are proving to be indispensable to modern programmers. These enable the programmers to detect possible errors and security defects present in the current code base within the implementation phase of the…

软件工程 · 计算机科学 2019-05-14 Eljose E Sajan , Yunpeng Zhang , Liang-Chieh Cheng

Static code analyzers are widely used to help find program flaws. However, in practice the effectiveness and usability of such analyzers is affected by the problems of false negatives (FNs) and false positives (FPs). This paper aims to…

软件工程 · 计算机科学 2024-08-27 Han Cui , Menglei Xie , Ting Su , Chengyu Zhang , Shin Hwei Tan

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

人工智能 · 计算机科学 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho

Even though much progress has been made in identifying and mitigating smart contract vulnerabilities, we often hear about coding or design issues leading to great financial losses. This paper presents our progress toward finding defects…

计算机科学中的逻辑 · 计算机科学 2024-11-01 Stefan-Claudiu Susan

Static analysis is a method of analyzing source code without executing it. It is widely used to find bugs and code smells in industrial software. Besides other methods, the most important techniques are those based on the abstract syntax…

软件工程 · 计算机科学 2024-08-13 Gabor Horvath , Reka Kovacs , Richard Szalay , Zoltan Porkolab

Code review is a widely-used practice in software development companies to identify defects. Hence, code review has been included in many software engineering curricula at universities worldwide. However, teaching code review is still a…

软件工程 · 计算机科学 2021-02-04 Chun Yong Chong , Patanamon Thongtanunam , Chakkrit Tantithamthavorn

Machine Learning (ML) projects incur novel challenges in their development and productionisation over traditional software applications, though established principles and best practices in ensuring the project's software quality still…

软件工程 · 计算机科学 2022-01-21 Bart van Oort , Luís Cruz , Babak Loni , Arie van Deursen

Large language models trained on code have shown great potential to increase productivity of software developers. Several execution-based benchmarks have been proposed to evaluate functional correctness of model-generated code on simple…

In programming education, teachers need to monitor and assess the progress of their students by investigating the code they write. Code quality of programs written in traditional programming languages can be automatically assessed with…

软件工程 · 计算机科学 2021-02-16 Nina Körber , Katharina Geldreich , Andreas Stahlbauer , Gordon Fraser

Code analysis is fundamental in Software Engineering, supporting debugging, optimization, and security assessment. Human developers approach it through syntax parsing, static semantics inference, and dynamic reasoning. Traditional tools are…

软件工程 · 计算机科学 2026-05-22 Wei Ma , Zhihao Lin , Shangqing Liu , Qiang Hu , Ye Liu , Wenhan Wang , Cen Zhang , Liming Nie , Li Li , Yang Liu , Lingxiao Jiang

Background: Custom static analysis rules, i.e., rules specific for one or more applications, have been successfully applied to perform corrective and preventive software maintenance. Pattern-Driven Maintenance (PDM) is a method designed to…

软件工程 · 计算机科学 2021-11-19 Diogo Silveira Mendonça , Marcos Kalinowski

Block-based programming languages like Scratch enable children to be creative while learning to program. Even though the block-based approach simplifies the creation of programs, learning to program can nevertheless be challenging.…

软件工程 · 计算机科学 2021-08-16 Florian Obermüller , Lena Bloch , Luisa Greifenstein , Ute Heuer , Gordon Fraser

Large language models (LLMs) have demonstrated impressive capabilities in code generation, achieving high scores on benchmarks such as HumanEval and MBPP. However, these benchmarks primarily assess functional correctness and neglect broader…

软件工程 · 计算机科学 2025-08-21 Scott Blyth , Sherlock A. Licorish , Christoph Treude , Markus Wagner

Automated static analysis tools (ASATs) have become a major part of the software development workflow. Acting on the generated warnings, i.e., changing the code indicated in the warning, should be part of, at latest, the code review phase.…

软件工程 · 计算机科学 2021-09-09 Alexander Trautsch , Steffen Herbold , Jens Grabowski

Data science pipelines to train and evaluate models with machine learning may contain bugs just like any other code. Leakage between training and test data can lead to overestimating the model's accuracy during offline evaluations, possibly…

软件工程 · 计算机科学 2022-09-08 Chenyang Yang , Rachel A Brower-Sinning , Grace A. Lewis , Christian Kästner

This paper investigates code LLMs' capability of static analysis during code intelligence tasks such as code summarization and generation. Code LLMs are now household names for their abilities to do some programming tasks that have…

软件工程 · 计算机科学 2026-03-27 Chia-Yi Su , Collin McMillan

Static analysis tools come in many forms andconfigurations, allowing them to handle various tasks in a (secure) development process: code style linting, bug/vulnerability detection, verification, etc., and adapt to the specific requirements…

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