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We present a novel framework that integrates Large Language Models (LLMs) into the Git bisect process for semantic fault localization. Traditional bisect assumes deterministic predicates and binary failure states assumptions often violated…

软件工程 · 计算机科学 2025-11-25 Yujing Wang , Weize Hong

The increasing reliance on AI-driven solutions, particularly Large Language Models (LLMs) like the GPT series, for information retrieval highlights the critical need for their factuality and fairness, especially amidst the rampant spread of…

计算与语言 · 计算机科学 2024-02-01 Shujaat Mirza , Bruno Coelho , Yuyuan Cui , Christina Pöpper , Damon McCoy

The usefulness of Large Language Models (LLM) is being continuously tested in various fields. However, their intrinsic linguistic characteristic is still one of the limiting factors when applying these models to exact sciences. In this…

人工智能 · 计算机科学 2024-09-24 Jonathan Paul Driemeyer Brown , Tiago Oliveira Weber

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

With the increasing prevalence of security incidents, the adoption of deception-based defense strategies has become pivotal in cyber security. This work addresses the challenge of scalability in designing honeytokens, a key component of…

Large language models (LLMs) support data analysis through conversational user interfaces, as exemplified in OpenAI's ChatGPT (formally known as Advanced Data Analysis or Code Interpreter). Essentially, LLMs produce code for accomplishing…

人机交互 · 计算机科学 2024-08-06 Liwenhan Xie , Chengbo Zheng , Haijun Xia , Huamin Qu , Chen Zhu-Tian

In this work, we focus on fine-tuning an OpenAI GPT-2 pre-trained model for generating patent claims. GPT-2 has demonstrated impressive efficacy of pre-trained language models on various tasks, particularly coherent text generation. Patent…

计算与语言 · 计算机科学 2019-07-04 Jieh-Sheng Lee , Jieh Hsiang

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…

软件工程 · 计算机科学 2023-05-29 Giriprasad Sridhara , Ranjani H. G. , Sourav Mazumdar

Hallucinations, the tendency to produce irrelevant/incorrect responses, are prevalent concerns in generative AI-based tools like ChatGPT. Although hallucinations in ChatGPT are studied for textual responses, it is unknown how ChatGPT…

软件工程 · 计算机科学 2024-11-13 Salma Begum Tamanna , Gias Uddin , Song Wang , Lan Xia , Longyu Zhang

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

Logs, being run-time information automatically generated by software, record system events and activities with their timestamps. Before obtaining more insights into the run-time status of the software, a fundamental step of log analysis,…

软件工程 · 计算机科学 2023-02-07 Yintong Huo , Yuxin Su , Cheryl Lee , Michael R. Lyu

Understanding biological processes, drug development, and biotechnological advancements requires a detailed analysis of protein structures and functions, a task that is inherently complex and time-consuming in traditional protein research.…

人工智能 · 计算机科学 2025-04-21 Yijia Xiao , Edward Sun , Yiqiao Jin , Qifan Wang , Wei Wang

ChatGPT is a cutting-edge artificial intelligence language model developed by OpenAI, which has attracted a lot of attention due to its surprisingly strong ability in answering follow-up questions. In this report, we aim to evaluate ChatGPT…

计算与语言 · 计算机科学 2023-03-27 Haoran Wu , Wenxuan Wang , Yuxuan Wan , Wenxiang Jiao , Michael Lyu

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…

机器学习 · 计算机科学 2023-04-28 Ali Kashefi , Tapan Mukerji

Background: AI-powered code generation, fueled by Large Language Models (LLMs), is revolutionizing software development. Models like OpenAI's Codex and GPT-4, alongside DeepSeek, leverage vast code and natural language datasets. However,…

软件工程 · 计算机科学 2025-02-27 Md Motaleb Hossen Manik

Modern distributed systems produce massive, heterogeneous logs essential for reliability, security, and anomaly detection. Converting these free-form messages into structured templates (log parsing) is challenging due to evolving formats…

软件工程 · 计算机科学 2026-04-23 Amir Shetaia , Sean Kauffman

The HLTCOE LiveRAG submission utilized the GPT-researcher framework for researching the context of the question, filtering the returned results, and generating the final answer. The retrieval system was a ColBERT bi-encoder architecture,…

信息检索 · 计算机科学 2025-06-30 Kevin Duh , Eugene Yang , Orion Weller , Andrew Yates , Dawn Lawrie

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

In this preliminary study, we investigate a GPT-driven intent-based reasoning approach to streamline tool selection for large language models (LLMs) aimed at system efficiency. By identifying the intent behind user prompts at runtime, we…

机器学习 · 计算机科学 2024-04-25 Michael Fore , Simranjit Singh , Dimitrios Stamoulis

Generative Pre-trained Transformer 4 (GPT-4) is the fourth-generation language model in the GPT series, developed by OpenAI, which promises significant advancements in the field of natural language processing (NLP). In this research…

计算与语言 · 计算机科学 2023-05-08 Jawid Ahmad Baktash , Mursal Dawodi