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In computer science education, test cases are an integral part of programming assignments since they can be used as assessment items to test students' programming knowledge and provide personalized feedback on student-written code. The goal…

计算与语言 · 计算机科学 2024-02-13 Nischal Ashok Kumar , Andrew Lan

The dynamic software development organizations optimize the usage of resources to deliver the products in the specified time with the fulfilled requirements. This requires prevention or repairing of the faults as quick as possible. In this…

软件工程 · 计算机科学 2009-12-14 R Bremananth , R Thushara

Large Language Models (LLMs) are widely used in Software Engineering (SE) for various tasks, including generating code, designing and documenting software, adding code comments, reviewing code, and writing test scripts. However, creating…

软件工程 · 计算机科学 2024-06-12 Abdul Malik Sami , Zeeshan Rasheed , Muhammad Waseem , Zheying Zhang , Herda Tomas , Pekka Abrahamsson

We present a machine-checked soundness proof of a translation of Event-B to the Java Modeling Language (JML). The translation is based on an operator EventB2Jml that maps Evnet-B events to JML method specifications, and deterministic and…

软件工程 · 计算机科学 2013-09-11 Néstor Cataño , Camilo Rueda , Tim Wahls

Large language models (LLMs) are being used in many applications and prompts for these models are integrated into software applications as code-like artifacts. These prompts behave much like traditional software in that they take inputs,…

软件工程 · 计算机科学 2026-02-09 Reshabh K Sharma , Jonathan De Halleux , Shraddha Barke , Dan Grossman , Benjamin Zorn

This paper addresses the urgent need for messaging standards in the operational test and evaluation (T&E) of machine learning (ML) applications, particularly in edge ML applications embedded in systems like robots, satellites, and unmanned…

软件工程 · 计算机科学 2024-04-08 Tyler Cody , Bingtong Li , Peter A. Beling

In this technical report, we present jLDADMM---an easy-to-use Java toolkit for conventional topic models. jLDADMM is released to provide alternatives for topic modeling on normal or short texts. It provides implementations of the Latent…

信息检索 · 计算机科学 2018-08-14 Dat Quoc Nguyen

A key challenge in formal verification, particularly in Model Checking, is ensuring the correctness of the verification tools. Erroneous results on complex models can be difficult to detect, yet a high level of confidence in the outcome is…

形式语言与自动机理论 · 计算机科学 2025-03-07 Andrea Manini , Matteo Rossi , Pierluigi San Pietro

We present a model-based testing approach to support automated test generation with domain-specific concepts. This includes a language expert who is an expert at building test models and domain experts who are experts in the domain of the…

软件工程 · 计算机科学 2012-02-29 Teemu Kanstrén , Olli-Pekka Puolitaival

In model-driven engineering (MDE), UML class diagrams serve as a way to plan and communicate between developers. However, it is complex and resource-consuming. We propose an automated approach for the extraction of UML class diagrams from…

软件工程 · 计算机科学 2022-10-28 Song Yang , Houari Sahraoui

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…

Unit testing verifies the presence of faults in individual software components. Previous research has been targeting the automatic generation of unit tests through the adoption of random or search-based algorithms. Despite their…

软件工程 · 计算机科学 2022-04-13 Fabiano Pecorelli , Giovanni Grano , Fabio Palomba , Harald C. Gall , Andrea De Lucia

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

Formal program specifications in the form of preconditions, postconditions, and class invariants have several benefits for the construction and maintenance of programs. They not only aid in program understanding due to their unambiguous…

Recently Java programming environment has become so popular. Java programming language is a language that is designed to be portable enough to be executed in wide range of computers ranging from cell phones to supercomputers. Computer…

软件工程 · 计算机科学 2011-10-18 Rahul Saha , Dr. G. Geetha

Documenting the functionality of software units with code comments, e.g., Javadoc comments, is a common programmer best-practice in software engineering. This paper introduces a novel test generation technique that exploits the code-comment…

软件工程 · 计算机科学 2025-05-01 Giovanni Denaro , Luca Guglielmo

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

Unit testing is a core practice in programming, enabling systematic evaluation of programs produced by human developers or large language models (LLMs). Given the challenges in writing comprehensive unit tests, LLMs have been employed to…

软件工程 · 计算机科学 2026-03-17 Dongjun Lee , Changho Hwang , Kimin Lee

Automated unit test generation is critical for software quality but traditional structure-driven methods often lack the semantic understanding required to produce realistic inputs and oracles. Large language models (LLMs) address this…

软件工程 · 计算机科学 2026-01-01 Bei Chu , Yang Feng , Kui Liu , Zhaoqiang Guo , Yichi Zhang , Hange Shi , Zifan Nan , Baowen Xu

Large Language Models (LLMs), with their remarkable ability to tackle challenging and unseen reasoning problems, hold immense potential for tabular learning, that is vital for many real-world applications. In this paper, we propose a novel…

机器学习 · 计算机科学 2024-05-07 Sungwon Han , Jinsung Yoon , Sercan O Arik , Tomas Pfister