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相关论文: A Preliminary Analysis on the Code Generation Capa…

200 篇论文

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

Recent advancements in multimodal Generative AI have the potential to democratize specialized architectural tasks, such as interpreting technical drawings and creating 3D CAD models, which traditionally require expert knowledge. This paper…

人工智能 · 计算机科学 2025-03-05 Jingfei Huang , Alexandros Haridis

Google's Bard has emerged as a formidable competitor to OpenAI's ChatGPT in the field of conversational AI. Notably, Bard has recently been updated to handle visual inputs alongside text prompts during conversations. Given Bard's impressive…

计算机视觉与模式识别 · 计算机科学 2023-08-31 Haotong Qin , Ge-Peng Ji , Salman Khan , Deng-Ping Fan , Fahad Shahbaz Khan , Luc Van Gool

Generative AI and large language models hold great promise in enhancing programming education by automatically generating individualized feedback for students. We investigate the role of generative AI models in providing human tutor-style…

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…

软件工程 · 计算机科学 2023-11-07 Muhammad Fawad Akbar Khan , Max Ramsdell , Erik Falor , Hamid Karimi

Large Language Models (LLMs) are advanced Artificial Intelligence (AI) systems that have undergone extensive training using large datasets in order to understand and produce language that closely resembles that of humans. These models have…

软件工程 · 计算机科学 2023-08-10 Alessio Buscemi

Although recent developments in generative AI have greatly enhanced the capabilities of conversational agents such as Google's Gemini (formerly Bard) or OpenAI's ChatGPT, it's unclear whether the usage of these agents aids users across…

人机交互 · 计算机科学 2024-04-03 Crystal Qian , James Wexler

Generative Pre-Trained Transformer models have been shown to be surprisingly effective at a variety of natural language processing tasks -- including generating computer code. We evaluate the effectiveness of open source GPT models for the…

密码学与安全 · 计算机科学 2024-08-02 Elijah Pelofske , Vincent Urias , Lorie M. Liebrock

AI-powered education technologies can support students and teachers in computer science education. However, with the recent developments in generative AI, and especially the increasingly emerging popularity of ChatGPT, the effectiveness of…

人工智能 · 计算机科学 2023-12-05 Nora Dunder , Saga Lundborg , Olga Viberg , Jacqueline Wong

Lately, Large Language Models have been widely used in code generation. GPT4 is considered the most potent Large Language Model from Openai. In this paper, we examine GPT3.5 and GPT4 as coding assistants. More specifically, we have…

人工智能 · 计算机科学 2023-09-25 Lefteris Moussiades , George Zografos

Code generation by Llama 3.1 models, such as Meta's Llama 3.1 405B, represents a significant advancement in the field of artificial intelligence, particularly in natural language processing and programming automation. This paper explores…

计算与语言 · 计算机科学 2025-04-03 Aniket Deroy , Subhankar Maity

Our everyday lives now heavily rely on artificial intelligence (AI) powered large language models (LLMs). Like regular users, programmers are also benefiting from the newest large language models. In response to the critical role that AI…

软件工程 · 计算机科学 2024-11-15 Md Kamrul Siam , Huanying Gu , Jerry Q. Cheng

In the rapidly evolving industry of software development, coding efficiency and accuracy play significant roles in delivering high-quality software. Various code suggestion and completion tools, such as CodeBERT from Microsoft and GPT-3.5…

分布式、并行与集群计算 · 计算机科学 2025-09-11 Bingbing Zhang , Ziyu Lin , Yingxin Su

The recent surge in the field of generative artificial intelligence (GenAI) has the potential to bring about transformative changes across a range of sectors, including software engineering and education. As GenAI tools, such as OpenAI's…

数据库 · 计算机科学 2025-01-08 Manuel Merkel , Jens Dörpinghaus

Despite the purported multilingual proficiency of instruction-finetuned large language models (LLMs) such as ChatGPT and Bard, the linguistic inclusivity of these models remains insufficiently explored. Considering this constraint, we…

Context: AI-assisted code generation tools have become increasingly prevalent in software engineering, offering the ability to generate code from natural language prompts or partial code inputs. Notable examples of these tools include…

软件工程 · 计算机科学 2023-10-24 Burak Yetiştiren , Işık Özsoy , Miray Ayerdem , Eray Tüzün

In recent years, the rise of AI-assisted code-generation tools has significantly transformed software development. While code generators have mainly been used to support conventional software development, their use will be extended to…

软件工程 · 计算机科学 2024-12-17 Simon Torka , Sahin Albayrak

Today, AI technology is showing its strengths in almost every industry and walks of life. From text generation, text summarization, chatbots, NLP is being used widely. One such paradigm is automatic code generation. An AI could be…

人工智能 · 计算机科学 2021-08-24 Aishwarya Narasimhan , Krishna Prasad Agara Venkatesha Rao , Veena M B

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…

软件工程 · 计算机科学 2023-09-12 Kechi Zhang , Huangzhao Zhang , Ge Li , Jia Li , Zhuo Li , Zhi Jin

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…

计算与语言 · 计算机科学 2024-09-09 Luis Mayer , Christian Heumann , Matthias Aßenmacher