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Large language models (LLMs) like ChatGPT (i.e., gpt-3.5-turbo and gpt-4) exhibited remarkable advancement in a range of software engineering tasks associated with source code such as code review and code generation. In this paper, we…

Software Engineering · Computer Science 2023-10-17 Michael Fu , Chakkrit Tantithamthavorn , Van Nguyen , Trung Le

With the increase in software vulnerabilities that cause significant economic and social losses, automatic vulnerability detection has become essential in software development and maintenance. Recently, large language models (LLMs) like GPT…

Software Engineering · Computer Science 2024-04-15 Chenyuan Zhang , Hao Liu , Jiutian Zeng , Kejing Yang , Yuhong Li , Hui Li

With the development of blockchain technology, smart contracts have become an important component of blockchain applications. Despite their crucial role, the development of smart contracts may introduce vulnerabilities and potentially lead…

Software Engineering · Computer Science 2025-07-14 Chong Chen , Jianzhong Su , Jiachi Chen , Yanlin Wang , Tingting Bi , Jianxing Yu , Yanli Wang , Xingwei Lin , Ting Chen , Zibin Zheng

This paper presents a comprehensive evaluation of the code generation capabilities of ChatGPT, a prominent large language model, compared to human programmers. A novel dataset of 131 code-generation prompts across 5 categories was curated…

Software Engineering · Computer Science 2023-11-07 Muhammad Fawad Akbar Khan , Max Ramsdell , Erik Falor , Hamid Karimi

Artificial Intelligence (AI) advancements have enabled the development of Large Language Models (LLMs) that can perform a variety of tasks with remarkable semantic understanding and accuracy. ChatGPT is one such LLM that has gained…

Software Engineering · Computer Science 2024-08-02 M. Mehdi Kholoosi , M. Ali Babar , Roland Croft

Along with the development of large language models (LLMs), e.g., ChatGPT, many existing approaches and tools for software security are changing. It is, therefore, essential to understand how security-aware these models are and how these…

Computers and Society · Computer Science 2023-09-20 Jingyue Li , Per Håkon Meland , Jakob Svennevik Notland , André Storhaug , Jostein Hjortland Tysse

This paper proposes a pipeline for quantitatively evaluating interactive LLMs such as ChatGPT using publicly available dataset. We carry out an extensive technical evaluation of ChatGPT using Big-Vul covering five different common software…

Software Engineering · Computer Science 2024-04-08 Xin Yin

With the increasing utilization of large language models such as ChatGPT during software development, it has become crucial to verify the quality of code content it generates. Recent studies proposed utilizing ChatGPT as both a developer…

Software Engineering · Computer Science 2024-12-02 Xiao Yu , Lei Liu , Xing Hu , Jacky Wai Keung , Jin Liu , Xin Xia

In recent years, artificial intelligence has had a conspicuous growth in almost every aspect of life. One of the most applicable areas is security code review, in which a lot of AI-based tools and approaches have been proposed. Recently,…

Cryptography and Security · Computer Science 2023-08-29 Atieh Bakhshandeh , Abdalsamad Keramatfar , Amir Norouzi , Mohammad Mahdi Chekidehkhoun

Developers often build software on top of third-party libraries (Libs) to improve productivity, but these libraries may contain vulnerabilities that enable supply chain attacks. Existing tools detect vulnerable dependencies, yet developers…

Cryptography and Security · Computer Science 2026-03-31 Ying Zhang , Wenjia Song , Zhengjie Ji , Danfeng , Yao , Na Meng

Software logs play an essential role in ensuring the reliability and maintainability of large-scale software systems, as they are often the sole source of runtime information. Log parsing, which converts raw log messages into structured…

Software Engineering · Computer Science 2023-08-22 Van-Hoang Le , Hongyu Zhang

The emergence of ChatGPT has recently garnered significant attention from the computational linguistics community. To demonstrate its capabilities as a keyphrase generator, we conduct a preliminary evaluation of ChatGPT for the keyphrase…

Computation and Language · Computer Science 2023-12-25 Mingyang Song , Haiyun Jiang , Shuming Shi , Songfang Yao , Shilong Lu , Yi Feng , Huafeng Liu , Liping Jing

We systematically study the quality of 4,066 ChatGPT-generated code implemented in two popular programming languages, i.e., Java and Python, for 2,033 programming tasks. The goal of this work is three folds. First, we analyze the…

Software Engineering · Computer Science 2023-12-18 Yue Liu , Thanh Le-Cong , Ratnadira Widyasari , Chakkrit Tantithamthavorn , Li Li , Xuan-Bach D. Le , David Lo

Large language models, like ChatGPT, have shown remarkable capability in many downstream tasks, yet their ability to understand discourse structures of dialogues remains less explored, where it requires higher level capabilities of…

Computation and Language · Computer Science 2024-03-06 Yaxin Fan , Feng Jiang , Peifeng Li , Haizhou Li

The development of large language models (LLMs) such as ChatGPT has brought a lot of attention recently. However, their evaluation in the benchmark academic datasets remains under-explored due to the difficulty of evaluating the generative…

Computation and Language · Computer Science 2023-07-07 Md Tahmid Rahman Laskar , M Saiful Bari , Mizanur Rahman , Md Amran Hossen Bhuiyan , Shafiq Joty , Jimmy Xiangji Huang

Web accessibility ensures that individuals with disabilities can access and interact with digital content without barriers, yet a significant majority of most used websites fail to meet accessibility standards. This study evaluates…

Human-Computer Interaction · Computer Science 2025-07-21 Ammar Ahmed , Margarida Fresco , Fredrik Forsberg , Hallvard Grotli

Despite the success of ChatGPT, its performances on most NLP tasks are still well below the supervised baselines. In this work, we looked into the causes, and discovered that its subpar performance was caused by the following factors: (1)…

Computation and Language · Computer Science 2023-10-10 Xiaofei Sun , Linfeng Dong , Xiaoya Li , Zhen Wan , Shuhe Wang , Tianwei Zhang , Jiwei Li , Fei Cheng , Lingjuan Lyu , Fei Wu , Guoyin Wang

ChatGPT is a chatbot that can answer text prompts fairly accurately, even performing very well on postgraduate-level questions. Many educators have found that their take-home or remote tests and exams are vulnerable to ChatGPT-based…

Computation and Language · Computer Science 2024-02-26 Shanker Ram , Chen Qian

This paper presents an experimental study regarding the use of OpenAI's ChatGPT for robotics applications. We outline a strategy that combines design principles for prompt engineering and the creation of a high-level function library which…

Artificial Intelligence · Computer Science 2023-07-21 Sai Vemprala , Rogerio Bonatti , Arthur Bucker , Ashish Kapoor

This paper investigates the capabilities of ChatGPT as an automated assistant in diverse domains, including scientific writing, mathematics, education, programming, and healthcare. We explore the potential of ChatGPT to enhance…

Human-Computer Interaction · Computer Science 2023-06-07 Amos Azaria , Rina Azoulay , Shulamit Reches
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