中文
相关论文

相关论文: Automated Creation of Source Code Variants of a Cr…

200 篇论文

The increasing demand for spatiotemporal data and modeling tasks in geosciences has made geospatial code generation technology a critical factor in enhancing productivity. Although large language models (LLMs) have demonstrated potential in…

软件工程 · 计算机科学 2025-03-11 Shuyang Hou , Zhangxiao Shen , Anqi Zhao , Jianyuan Liang , Zhipeng Gui , Xuefeng Guan , Rui Li , Huayi Wu

With the Generative Pre-trained Transformer 3.5 (GPT-3.5) exhibiting remarkable reasoning and comprehension abilities in Natural Language Processing (NLP), most Question Answering (QA) research has primarily centered around general QA tasks…

计算与语言 · 计算机科学 2023-12-20 Bowen Zhao , Changkai Ji , Yuejie Zhang , Wen He , Yingwen Wang , Qing Wang , Rui Feng , Xiaobo Zhang

It has been suggested that large language models such as GPT-4 have acquired some form of understanding beyond the correlations among the words in text including some understanding of mathematics as well. Here, we perform a critical inquiry…

机器学习 · 计算机科学 2023-11-15 Roozbeh Yousefzadeh , Xuenan Cao

Pre-trained Language Models recently gained traction in the Natural Language Processing (NLP) domain for text summarization, generation and question-answering tasks. This stems from the innovation introduced in Transformer models and their…

计算与语言 · 计算机科学 2022-11-01 Kenneth Ezukwoke , Anis Hoayek , Mireille Batton-Hubert , Xavier Boucher , Pascal Gounet , Jerome Adrian

Generative AI systems powered by Large Language Models (LLMs) usually use content moderation to prevent harmful content spread. To evaluate the robustness of content moderation, several metamorphic testing techniques have been proposed to…

软件工程 · 计算机科学 2025-03-24 Honghao Tan , Haibo Wang , Diany Pressato , Yisen Xu , Shin Hwei Tan

Machine learning (ML) models for code clone detection determine whether two pieces of code are semantically equivalent, which in turn is a key building block for software-engineering tasks like refactoring and security tasks like…

软件工程 · 计算机科学 2025-12-09 Ashish Hooda , Mihai Christodorescu , Chuangang Ren , Aaron Wilson , Kassem Fawaz , Somesh Jha

AI-powered code generation models have been developing rapidly, allowing developers to expedite code generation and thus improve their productivity. These models are trained on large corpora of code (primarily sourced from public…

Generating code via a LLM (rather than writing code from scratch), has exploded in popularity. However, the security implications of LLM-generated code are still unknown. We performed a study that compared the security and quality of…

密码学与安全 · 计算机科学 2024-10-15 Chun Jie Chong , Zhihao Yao , Iulian Neamtiu

Pre-trained Generative Language models (e.g. PLBART, CodeT5, SPT-Code) for source code yielded strong results on several tasks in the past few years, including code generation and translation. These models have adopted varying pre-training…

编程语言 · 计算机科学 2022-07-07 Saikat Chakraborty , Toufique Ahmed , Yangruibo Ding , Premkumar Devanbu , Baishakhi Ray

Large Language Models (LLMs) have demonstrated their remarkable capabilities in numerous fields. This survey focuses on how LLMs empower users, regardless of their technical background, to use human languages to automatically generate…

软件工程 · 计算机科学 2025-04-03 Nam Huynh , Beiyu Lin

Frontier Large language models (LLMs) like ChatGPT and Gemini can decipher cryptic compiler errors for novice programmers, but their computational scale, cost, and tendency to over-assist make them problematic for widespread pedagogical…

计算机与社会 · 计算机科学 2025-07-09 Lorenzo Lee Solano , Charles Koutcheme , Juho Leinonen , Alexandra Vassar , Jake Renzella

We evaluated the capability of a state-of-the-art generative pre-trained transformer (GPT) model to perform semantic annotation of short text snippets (one to few sentences) coming from legal documents of various types. Discussions of…

计算与语言 · 计算机科学 2023-05-09 Jaromir Savelka

Programming reliability algorithms is crucial for risk assessment in geotechnical engineering. This study explores the possibility of automating and accelerating this task using Generative AI based on Large Language Models (LLMs).…

应用统计 · 统计学 2025-06-25 Atma Sharma , Jie Zhang , Meng Lu , Shuangyi Wu , Baoxiang Li

The increasing demand for programming language education and growing class sizes require immediate and personalized feedback. However, traditional code review methods have limitations in providing this level of feedback. As the capabilities…

软件工程 · 计算机科学 2025-06-23 Lee Dong-Kyu

Large language models, pivotal in artificial intelligence, find diverse applications. ChatGPT (Chat Generative Pre-trained Transformer), an OpenAI creation, stands out as a widely adopted, powerful tool. It excels in chatbots, content…

计算与语言 · 计算机科学 2025-05-28 Walid Hariri

This paper studies recent developments in large language models' (LLM) abilities to pass assessments in introductory and intermediate Python programming courses at the postsecondary level. The emergence of ChatGPT resulted in heated debates…

计算机与社会 · 计算机科学 2023-10-05 Jaromir Savelka , Arav Agarwal , Marshall An , Chris Bogart , Majd Sakr

This paper presents a comprehensive empirical analysis of security vulnerabilities in AI-generated code across public GitHub repositories. We collected and analyzed 7,703 files explicitly attributed to four major AI tools: ChatGPT…

密码学与安全 · 计算机科学 2025-10-31 Maximilian Schreiber , Pascal Tippe

Pre-trained models for Natural Languages (NL) like BERT and GPT have been recently shown to transfer well to Programming Languages (PL) and largely benefit a broad set of code-related tasks. Despite their success, most current methods…

计算与语言 · 计算机科学 2021-09-03 Yue Wang , Weishi Wang , Shafiq Joty , Steven C. H. Hoi

Previous learning-based vulnerability detection methods relied on either medium-sized pre-trained models or smaller neural networks from scratch. Recent advancements in Large Pre-Trained Language Models (LLMs) have showcased remarkable…

软件工程 · 计算机科学 2024-01-30 Xin Zhou , Ting Zhang , David Lo

Much is promised in relation to AI-supported software development. However, there has been limited evaluation effort in the research domain aimed at validating the true utility of such techniques, especially when compared to human coding…

软件工程 · 计算机科学 2025-01-29 Sherlock A. Licorish , Ansh Bajpai , Chetan Arora , Fanyu Wang , Kla Tantithamthavorn