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AI assistants for coding are on the rise. However one of the reasons developers and companies avoid harnessing their full potential is the questionable security of the generated code. This paper first reviews the current state-of-the-art…

Cryptography and Security · Computer Science 2024-03-20 Jakub Res , Ivan Homoliak , Martin Perešíni , Aleš Smrčka , Kamil Malinka , Petr Hanacek

Generative AI is changing the way that many disciplines are taught, including computer science. Researchers have shown that generative AI tools are capable of solving programming problems, writing extensive blocks of code, and explaining…

Human-Computer Interaction · Computer Science 2024-02-14 Bailey Kimmel , Austin Geisert , Lily Yaro , Brendan Gipson , Taylor Hotchkiss , Sidney Osae-Asante , Hunter Vaught , Grant Wininger , Chase Yamaguchi

Large Language Models (LLMs) have shown remarkable potential in code generation, making them increasingly important in the field. However, the security issues of generated code have not been fully addressed, and the usability of LLMs in…

Cryptography and Security · Computer Science 2024-10-21 Shigang Liu , Bushra Sabir , Seung Ick Jang , Yuval Kansal , Yansong Gao , Kristen Moore , Alsharif Abuadbba , Surya Nepal

The widespread adoption of large language models (LLMs) such as ChatGPT, Gemini, and DeepSeek has significantly changed how people approach tasks in education, professional work, and creative domains. This paper investigates how the…

Human-Computer Interaction · Computer Science 2025-08-29 Rizal Khoirul Anam

Large language models (LLMs) and prompt engineering hold significant potential for advancing computer programming education through personalized instruction. This paper explores this potential by investigating three critical research…

Artificial Intelligence · Computer Science 2024-07-09 Tianyu Wang , Nianjun Zhou , Zhixiong Chen

Chatbots are software typically embedded in Web and Mobile applications designed to assist the user in a plethora of activities, from chit-chatting to task completion. They enable diverse forms of interactions, like text and voice commands.…

Software Engineering · Computer Science 2025-03-10 Rocco Gianni Rapisarda , Davide Ginelli , Diego Clerissi , Leonardo Mariani

As the complexity of integrated circuit designs continues to escalate, the functional verification becomes increasingly challenging. Reference models, critical for accelerating the verification process, are themselves becoming more…

Hardware Architecture · Computer Science 2025-08-04 Jianmin Ye , Tianyang Liu , Qi Tian , Shengchu Su , Zhe Jiang , Xi Wang

Large Language Models, particularly decoder-only generative models such as GPT, are increasingly used to automate Software Engineering tasks. These models are primarily guided through natural language prompts, making prompt engineering a…

Software Engineering · Computer Science 2026-01-06 Alexander Korn , Lea Zaruchas , Chetan Arora , Andreas Metzger , Sven Smolka , Fanyu Wang , Andreas Vogelsang

Large language models (LLMs) have shown great potential in automating significant aspects of coding by producing natural code from informal natural language (NL) intent. However, given NL is informal, it does not lend easily to checking…

Software Engineering · Computer Science 2024-10-04 Sarah Fakhoury , Aaditya Naik , Georgios Sakkas , Saikat Chakraborty , Shuvendu K. Lahiri

Code coverage has been used in the software testing context mostly as a metric to assess a generated test suite's quality. Recently, code coverage analysis is used as a white-box testing technique for test optimization. Most of the research…

Software Engineering · Computer Science 2020-09-08 Krystof Sykora , Bestoun S. Ahmed , Miroslav Bures

This is the study that presents an AI-Python-based chatbot that helps students to learn programming by demonstrating solutions to such problems as debugging errors, solving syntax problems or converting abstract theoretical concepts to…

Software Engineering · Computer Science 2025-09-26 Sayed Mahbub Hasan Amiri , Md Mainul Islam

Software documentation is essential for program comprehension, developer onboarding, code review, and long-term maintenance. Yet producing quality documentation manually is time-consuming and frequently yields incomplete or inconsistent…

Software Engineering · Computer Science 2026-04-20 Afia Farjana , Zaiyu Cheng , Antonio Mastropaolo

This bachelor's thesis examines the capabilities of ChatGPT 4 in code generation across 19 programming languages. The study analyzed solution rates across three difficulty levels, types of errors encountered, and code quality in terms of…

Software Engineering · Computer Science 2025-01-07 L. C. Gilbert

One of the critical phases in software development is software testing. Testing helps with identifying potential bugs and reducing maintenance costs. The goal of automated test generation tools is to ease the development of tests by…

Software Engineering · Computer Science 2023-09-01 Arghavan Moradi Dakhel , Amin Nikanjam , Vahid Majdinasab , Foutse Khomh , Michel C. Desmarais

This study aims to explore the best practices for utilizing GenAI as a programming tool, through a comparative analysis between GPT-4 and GLM-4. By evaluating prompting strategies at different levels of complexity, we identify that simplest…

Software Engineering · Computer Science 2024-02-21 Angus Yang , Zehan Li , Jie Li

Background: The integration of artificial intelligence (AI) into daily life, particularly through chatbots utilizing natural language processing (NLP), presents both revolutionary potential and unique challenges. This intended to…

Computation and Language · Computer Science 2024-04-16 Gian Alexandre Michaelsen , Renato P. dos Santos

The size and complexity of software applications is increasing at an accelerating pace. Source code repositories (along with their dependencies) require vast amounts of labor to keep them tested, maintained, and up to date. As the…

Software Engineering · Computer Science 2024-06-14 Ivan R. Ivanov , Joachim Meyer , Aiden Grossman , William S. Moses , Johannes Doerfert

The use of Large Language Models (LLMs) for program code generation has gained substantial attention, but their biases and limitations with non-English prompts challenge global inclusivity. This paper investigates the complexities of…

Computation and Language · Computer Science 2025-05-13 Mingda Li , Abhijit Mishra , Utkarsh Mujumdar

Context: Test-driven development (TDD) is a widely employed software development practice that involves developing test cases based on requirements prior to writing the code. Although various methods for automated test case generation have…

Software Engineering · Computer Science 2025-04-02 Saranya Alagarsamy , Chakkrit Tantithamthavorn , Wannita Takerngsaksiri , Chetan Arora , Aldeida Aleti

Code generation has emerged as a key task to automate software development by converting high-level descriptions into executable code. Large language models (LLMs) excel at this but depend heavily on input prompt quality.Manual prompt…

Software Engineering · Computer Science 2025-03-17 Sixiang Ye , Zeyu Sun , Guoqing Wang , Liwei Guo , Qingyuan Liang , Zheng Li , Yong Liu