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Large language models (LLMs) like ChatGPT have shown the potential to assist developers with coding and debugging tasks. However, their role in collaborative issue resolution is underexplored. In this study, we analyzed 1,152…

Software Engineering · Computer Science 2024-12-12 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

ChatGPT has significantly impacted software development practices, providing substantial assistance to developers in a variety of tasks, including coding, testing, and debugging. Despite its widespread adoption, the impact of ChatGPT as an…

Software Engineering · Computer Science 2024-03-18 Huizi Hao , Kazi Amit Hasan , Hong Qin , Marcos Macedo , Yuan Tian , Steven H. H. Ding , Ahmed E. Hassan

Conversational large-language models are extensively used for issue resolution tasks. However, not all developer-LLM conversations are useful for effective issue resolution. In this paper, we analyze 686 developer-ChatGPT conversations…

Software Engineering · Computer Science 2025-11-25 Ramtin Ehsani , Sakshi Pathak , Esteban Parra , Sonia Haiduc , Preetha Chatterjee

Ever since the launch of ChatGPT in 2022, a rising concern is whether ChatGPT will replace programmers and kill jobs. Motivated by this widespread concern, we conducted an empirical study to systematically compare ChatGPT against…

Software Engineering · Computer Science 2023-10-04 Md Mahir Asef Kabir , Sk Adnan Hassan , Xiaoyin Wang , Ying Wang , Hai Yu , Na Meng

The advent of Large Language Models (LLMs) has introduced a new paradigm in Software Engineering (SE), with generative AI tools like ChatGPT gaining widespread adoption among developers. While ChatGPT's potential has been extensively…

Software Engineering · Computer Science 2026-02-19 Ruiyin Li , Peng Liang , Yifei Wang , Yangxiao Cai , Weisong Sun , Zengyang Li

Discussions is a new feature of GitHub for asking questions or discussing topics outside of specific Issues or Pull Requests. Before being available to all projects in December 2020, it had been tested on selected open source software…

Software Engineering · Computer Science 2021-10-01 Hideaki Hata , Nicole Novielli , Sebastian Baltes , Raula Gaikovina Kula , Christoph Treude

Chat Generative Pre-trained Transformer (ChatGPT) has gained significant interest and attention since its launch in November 2022. It has shown impressive performance in various domains, including passing exams and creative writing.…

Computation and Language · Computer Science 2023-08-28 Shahab Saquib Sohail , Faiza Farhat , Yassine Himeur , Mohammad Nadeem , Dag Øivind Madsen , Yashbir Singh , Shadi Atalla , Wathiq Mansoor

The emergence of Large Language Models (LLMs), such as ChatGPT, has introduced a new set of tools to support software developers in solving pro- gramming tasks. However, our understanding of the interactions (i.e., prompts) between…

Software Engineering · Computer Science 2025-08-26 Julyanara R. Silva , Carlos Eduardo C. Dantas , Marcelo A. Maia

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

Millions of users visit Stack Overflow regularly to ask community for answers to their programming questions. However, like many other platforms, Stack Overflow consistently struggles with low user retention and declining levels of user…

Computers and Society · Computer Science 2025-09-09 Denis Helic , Tiago Santos

ChatGPT has achieved great success and can be considered to have acquired an infrastructural status. There are abundant works for evaluating ChatGPT on benchmarks. However, existing benchmarks encounter two challenges: (1) Disregard for…

Computation and Language · Computer Science 2024-06-19 Shangqing Tu , Chunyang Li , Jifan Yu , Xiaozhi Wang , Lei Hou , Juanzi Li

ChatGPT, a chatbot developed by OpenAI, has gained widespread popularity and media attention since its release in November 2022. However, little hard evidence is available regarding its perception in various sources. In this paper, we…

Computation and Language · Computer Science 2023-02-28 Christoph Leiter , Ran Zhang , Yanran Chen , Jonas Belouadi , Daniil Larionov , Vivian Fresen , Steffen Eger

ChatGPT (Chat Generative Pre-trained Transformer) is a chatbot launched by OpenAI on November 30, 2022. OpenAI's GPT-3 family of large language models serve as the foundation for ChatGPT. ChatGPT is fine-tuned with both supervised and…

Software Engineering · Computer Science 2023-05-29 Giriprasad Sridhara , Ranjani H. G. , Sourav Mazumdar

ChatGPT, launched in November 2022, has gained widespread attention from students and educators globally, with an online report by Hu (2023) stating it as the fastest-growing consumer application in history. While discussions on the use of…

Computers and Society · Computer Science 2023-05-31 Gaoxia Zhu , Xiuyi Fan , Chenyu Hou , Tianlong Zhong , Peter Seow , Annabel Chen Shen-Hsing , Preman Rajalingam , Low Kin Yew , Tan Lay Poh

ChatGPT sets a new record with the fastest-growing user base, as a chatbot powered by a large language model (LLM). While it demonstrates state-of-the-art capabilities in a variety of language-generation tasks, it also raises widespread…

Computation and Language · Computer Science 2024-02-15 Ratanond Koonchanok , Yanling Pan , Hyeju Jang

Large language models have recently attracted significant attention due to their impressive performance on a variety of tasks. ChatGPT developed by OpenAI is one such implementation of a large, pre-trained language model that has gained…

Computation and Language · Computer Science 2022-12-13 Mubin Ul Haque , Isuru Dharmadasa , Zarrin Tasnim Sworna , Roshan Namal Rajapakse , Hussain Ahmad

To foster the development of pedagogically potent and ethically sound AI-integrated learning landscapes, it is pivotal to critically explore the perceptions and experiences of the users immersed in these contexts. In this study, we perform…

Advanced large language models like ChatGPT have gained considerable attention recently, including among students. However, while the debate on ChatGPT in academia is making waves, more understanding is needed among lecturers and teachers…

Applications · Statistics 2023-03-10 Anna-Carolina Haensch , Sarah Ball , Markus Herklotz , Frauke Kreuter

Recent advancements in Large Language Models (LLMs) have demonstrated significant potential across a wide range of software engineering tasks, including software design, an area traditionally regarded as highly dependent on human expertise…

Software Engineering · Computer Science 2026-05-05 Yifei Wang , Ruiyin Li , Peng Liang , Yangxiao Cai , Zengyang Li , Mojtaba Shahin , Arif Ali Khan , Qiong Feng

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
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