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The emergence of ChatGPT has generated much speculation in the press about its potential to disrupt social and economic systems. Its astonishing language ability has aroused strong curiosity among scholars about its performance in different…

Artificial Intelligence · Computer Science 2024-12-25 Rui Mao , Guanyi Chen , Xulang Zhang , Frank Guerin , Erik Cambria

Unit testing is essential in detecting bugs in functionally-discrete program units. Manually writing high-quality unit tests is time-consuming and laborious. Although traditional techniques can generate tests with reasonable coverage, they…

Software Engineering · Computer Science 2024-05-21 Zhiqiang Yuan , Yiling Lou , Mingwei Liu , Shiji Ding , Kaixin Wang , Yixuan Chen , Xin Peng

ChatGPT has shown its great power in text processing, including its reasoning ability from text reading. However, there has not been any direct comparison between human readers and ChatGPT in reasoning ability related to text reading. This…

Computation and Language · Computer Science 2023-11-20 Tongquan Zhou , Yao Zhang , Siyi Cao , Yulu Li , Tao Wang

Current Grammar Error Correction (GEC) initiatives tend to focus on major languages, with less attention given to low-resource languages like Esperanto. In this article, we begin to bridge this gap by first conducting a comprehensive…

Computation and Language · Computer Science 2024-02-19 Junhong Liang

Pre-trained language models have been widely used in dependency parsing task and have achieved significant improvements in parser performance. However, it remains an understudied question whether pre-trained language models can…

Computation and Language · Computer Science 2023-10-26 Boda Lin , Xinyi Zhou , Binghao Tang , Xiaocheng Gong , Si Li

We propose the use of conversational GPT models for easy and quick few-shot text classification in the financial domain using the Banking77 dataset. Our approach involves in-context learning with GPT-3.5 and GPT-4, which minimizes the…

Computation and Language · Computer Science 2023-08-29 Lefteris Loukas , Ilias Stogiannidis , Prodromos Malakasiotis , Stavros Vassos

Although rarely stated, in practice, Grammatical Error Correction (GEC) encompasses various models with distinct objectives, ranging from grammatical error detection to improving fluency. Traditional evaluation methods fail to fully capture…

Computation and Language · Computer Science 2023-08-21 Robert Östling , Katarina Gillholm , Murathan Kurfalı , Marie Mattson , Mats Wirén

The recent introduction of ChatGPT has drawn significant attention from both industry and academia due to its impressive capabilities in solving a diverse range of tasks, including language translation, text summarization, and computer…

Computers and Society · Computer Science 2023-05-05 Chuqin Geng , Yihan Zhang , Brigitte Pientka , Xujie Si

The launch of ChatGPT at the end of 2022 generated large interest into possible applications of artificial intelligence in STEM education and among STEM professions. As a result many questions surrounding the capabilities of generative AI…

Computers and Society · Computer Science 2023-09-29 Matthew Frenkel , Hebah Emara

The large language model called ChatGPT has drawn extensively attention because of its human-like expression and reasoning abilities. In this study, we investigate the feasibility of using ChatGPT in experiments on using ChatGPT to…

Computation and Language · Computer Science 2024-10-22 Qing Lyu , Josh Tan , Michael E. Zapadka , Janardhana Ponnatapura , Chuang Niu , Kyle J. Myers , Ge Wang , Christopher T. Whitlow

ChatGPT is a large language model developed by OpenAI. Despite its impressive performance across various tasks, no prior work has investigated its capability in the biomedical domain yet. To this end, this paper aims to evaluate the…

Computation and Language · Computer Science 2023-08-25 Israt Jahan , Md Tahmid Rahman Laskar , Chun Peng , Jimmy Huang

ChatGPT is a large language model recently released by the OpenAI company. In this technical report, we explore for the first time the capability of ChatGPT for programming numerical algorithms. Specifically, we examine the capability of…

Machine Learning · Computer Science 2023-04-28 Ali Kashefi , Tapan Mukerji

ChatGPT has demonstrated impressive performance in various downstream tasks. However, in the Chinese Spelling Correction (CSC) task, we observe a discrepancy: while ChatGPT performs well under human evaluation, it scores poorly according to…

Computation and Language · Computer Science 2023-11-15 Kunting Li , Yong Hu , Shaolei Wang , Hanhan Ma , Liang He , Fandong Meng , Jie Zhou

We conducted a survey of 135 software engineering (SE) practitioners to understand how they use Generative AI-based chatbots like ChatGPT for SE tasks. We find that they want to use ChatGPT for SE tasks like software library selection but…

Software Engineering · Computer Science 2024-03-26 Minaoar Hossain Tanzil , Junaed Younus Khan , Gias Uddin

We investigate the potential of ChatGPT as a multidimensional evaluator for the task of \emph{Text Style Transfer}, alongside, and in comparison to, existing automatic metrics as well as human judgements. We focus on a zero-shot setting,…

Computation and Language · Computer Science 2023-04-27 Huiyuan Lai , Antonio Toral , Malvina Nissim

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

Mathematical questioning is crucial for assessing students problem-solving skills. Since manually creating such questions requires substantial effort, automatic methods have been explored. Existing state-of-the-art models rely on…

Computation and Language · Computer Science 2024-02-29 Phuoc Pham Van Long , Duc Anh Vu , Nhat M. Hoang , Xuan Long Do , Anh Tuan Luu

Context: ChatGPT and other large language models (LLMs) are widely used across healthcare, business, economics, engineering, and software engineering (SE). Despite their popularity, concerns persist about their reliability, especially their…

Software Engineering · Computer Science 2025-04-29 Vahid Garousi

Previously, neural methods in grammatical error correction (GEC) did not reach state-of-the-art results compared to phrase-based statistical machine translation (SMT) baselines. We demonstrate parallels between neural GEC and low-resource…

Computation and Language · Computer Science 2018-04-18 Marcin Junczys-Dowmunt , Roman Grundkiewicz , Shubha Guha , Kenneth Heafield

Recently, ChatGPT has attracted great attention from the code analysis domain. Prior works show that ChatGPT has the capabilities of processing foundational code analysis tasks, such as abstract syntax tree generation, which indicates the…

Software Engineering · Computer Science 2024-06-21 Peiyu Liu , Junming Liu , Lirong Fu , Kangjie Lu , Yifan Xia , Xuhong Zhang , Wenzhi Chen , Haiqin Weng , Shouling Ji , Wenhai Wang