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We introduce a novel framework named ClarifyGPT, which aims to enhance code generation by empowering LLMs with the ability to identify ambiguous requirements and ask targeted clarifying questions. In particular, ClarifyGPT first detects…

Software Engineering · Computer Science 2023-10-18 Fangwen Mu , Lin Shi , Song Wang , Zhuohao Yu , Binquan Zhang , Chenxue Wang , Shichao Liu , Qing Wang

Software process models are essential to facilitate collaboration and communication among software teams to solve complex development tasks. Inspired by these software engineering practices, we present FlowGen - a code generation framework…

Software Engineering · Computer Science 2024-11-01 Feng Lin , Dong Jae Kim , Tse-Husn , Chen

The use of large language models like ChatGPT in code review offers promising efficiency gains but also raises concerns about correctness and safety. Existing evaluation methods for code review generation either rely on automatic…

Software Engineering · Computer Science 2025-12-18 Robert Heumüller , Frank Ortmeier

Large language models (LLMs) bear great potential for automating tedious development tasks such as creating and maintaining code documentation. However, it is unclear to what extent developers can effectively prompt LLMs to create concise…

Artificial Intelligence · Computer Science 2025-07-09 Hans-Alexander Kruse , Tim Puhlfürß , Walid Maalej

Large Language Models (LLMs) are widely adopted for assisting in software development tasks, yet their performance evaluations have narrowly focused on the functional correctness of generated code. Human programmers, however, require…

Software Engineering · Computer Science 2024-12-06 Yun Peng , Akhilesh Deepak Gotmare , Michael Lyu , Caiming Xiong , Silvio Savarese , Doyen Sahoo

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 advancement of natural language processing (NLP) has been significantly boosted by the development of transformer-based large language models (LLMs). These models have revolutionized NLP tasks, particularly in code generation, aiding…

Computation and Language · Computer Science 2024-05-27 Dong Huang , Jie M. Zhang , Michael Luck , Qingwen Bu , Yuhao Qing , Heming Cui

Since its launch in November 2022, ChatGPT has gained popularity among users, especially programmers who use it as a tool to solve development problems. However, while offering a practical solution to programming problems, ChatGPT should be…

Software Engineering · Computer Science 2023-08-08 Phuong T. Nguyen , Juri Di Rocco , Claudio Di Sipio , Riccardo Rubei , Davide Di Ruscio , Massimiliano Di Penta

The rampant spread of fake news has adversely affected society, resulting in extensive research on curbing its spread. As a notable milestone in large language models (LLMs), ChatGPT has gained significant attention due to its exceptional…

Computation and Language · Computer Science 2024-04-09 Yue Huang , Lichao Sun

Bibliographic catalogues store millions of data. The use of computer techniques such as web-scraping allows the extraction of data in an efficient and accurate manner. The recent emergence of ChatGPT is facilitating the development of…

Digital Libraries · Computer Science 2026-03-23 Manuel Blázquez-Ochando , Juan José Prieto-Gutiérrez , María Antonia Ovalle-Perandones

Automatically generating source code from natural language descriptions has been a growing field of research in recent years. However, current large-scale code generation models often encounter difficulties when selecting appropriate APIs…

Software Engineering · Computer Science 2023-09-12 Kechi Zhang , Huangzhao Zhang , Ge Li , Jia Li , Zhuo Li , Zhi Jin

Issue tracking systems serve as the primary tool for incorporating external users and customizing a software project to meet the users' requirements. However, the limited number of contributors and the challenge of identifying the best…

Software Engineering · Computer Science 2024-02-07 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

Programming students have a widespread access to powerful Generative AI tools like ChatGPT. While this can help understand the learning material and assist with exercises, educators are voicing more and more concerns about an overreliance…

Human-Computer Interaction · Computer Science 2025-02-24 Christian Rahe , Walid Maalej

We describe test code generation using Large Language Models (LLMs) in Ericsson. Our input is a test step in natural language (English) and our output is code (Java) which accomplishes the test step. We describe how straight forward…

In recent years, large language models (LLMs) have emerged as powerful tools with potential applications in various fields, including software engineering. Within the scope of this research, we evaluate five different state-of-the-art LLMs…

Computation and Language · Computer Science 2024-09-09 Luis Mayer , Christian Heumann , Matthias Aßenmacher

Prompt design plays a crucial role in shaping the efficacy of ChatGPT, influencing the model's ability to extract contextually accurate responses. Thus, optimal prompt construction is essential for maximizing the utility and performance of…

Software Engineering · Computer Science 2024-02-08 Saikat Mondal , Suborno Deb Bappon , Chanchal K. Roy

Large language models (LLMs) show promise for automating software development by translating requirements into code. However, even advanced prompting workflows like progressive prompting often leave some requirements unmet. Although methods…

Software Engineering · Computer Science 2026-02-04 Jianru Shen , Zedong Peng , Lucy Owen

In today's society, we are becoming increasingly dependent on software systems. However, we also constantly witness the negative impacts of buggy software. Program synthesis aims to improve software correctness by automatically generating…

Software Engineering · Computer Science 2023-12-11 Sanyogita Piya , Allison Sullivan

Large Language Models are transforming software development by automatically generating code. Current prompting techniques such as Chain-of-Thought (CoT) suggest tasks step by step and the reasoning process follows a linear structure, which…

Software Engineering · Computer Science 2025-03-18 Ruwei Pan , Hongyu Zhang

ChatGPT has revolutionized many research and industrial fields. ChatGPT has shown great potential in software engineering to boost various traditional tasks such as program repair, code understanding, and code generation. However, whether…

Software Engineering · Computer Science 2023-04-18 Jialun Cao , Meiziniu Li , Ming Wen , Shing-chi Cheung
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