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相关论文: Multi-line AI-assisted Code Authoring

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In software development through integrated development environments (IDEs), code completion is one of the most widely used features. Nevertheless, majority of integrated development environments only support completion of methods and APIs,…

计算与语言 · 计算机科学 2020-11-02 Alexey Svyatkovskiy , Shao Kun Deng , Shengyu Fu , Neel Sundaresan

Driven by advances in Large Language Models (LLMs), integrating them into recommendation tasks has gained interest due to their strong semantic understanding and prompt flexibility. Prior work encoded user-item interactions or metadata into…

信息检索 · 计算机科学 2025-06-10 Keyu Zhao , Fengli Xu , Yong Li

Code reviews are a critical yet time-consuming aspect of modern software development, increasingly challenged by growing system complexity and the demand for faster delivery. This paper presents a study conducted at WirelessCar Sweden AB,…

Video meeting platforms display conversations linearly through transcripts or summaries. However, ideas during a meeting do not emerge linearly. We leverage LLMs to create dialogue maps in real time to help people visually structure and…

人机交互 · 计算机科学 2025-02-04 Xinyue Chen , Nathan Yap , Xinyi Lu , Aylin Gunal , Xu Wang

AI-assisted programming tools are widely adopted, yet their practical utility is often undermined by undesired suggestions that interrupt developer workflows and cause frustration. While existing research has explored developer-AI…

软件工程 · 计算机科学 2026-01-30 Jing Jiang , Liehao Li , Jinyun Hou , Xin Tan , Li Zhang

Recent advances in code generation models have unlocked unprecedented opportunities for automating feature engineering, yet their adoption in real-world ML teams remains constrained by critical challenges: (i) the scarcity of datasets…

机器学习 · 计算机科学 2026-01-19 Himanshu Thakur , Anusha Kamath , Anurag Muthyala , Dhwani Sanmukhani , Smruthi Mukund , Jay Katukuri

MOVEMETHOD is a hallmark refactoring. Despite a plethora of research tools that recommend which methods to move and where, these recommendations do not align with how expert developers perform MOVEMETHOD. Given the extensive training of…

Pre-trained on massive amounts of code and text data, large language models (LLMs) have demonstrated remarkable achievements in performing code generation tasks. With additional execution-based feedback, these models can act as agents with…

计算与语言 · 计算机科学 2024-11-14 Jierui Li , Hung Le , Yingbo Zhou , Caiming Xiong , Silvio Savarese , Doyen Sahoo

Typically, search engines provide query suggestions to assist users in the search process. Query suggestions are very important for improving users search experience. However, most query suggestions are based on the user's search logs, and…

信息检索 · 计算机科学 2022-06-29 Seungmin Kim , EunChan Na , Seong Baeg Kim

Large language models (LLMs) are increasingly capable and prevalent, and can be used to produce creative content. The quality of content is influenced by the prompt used, with more specific prompts that incorporate examples generally…

计算与语言 · 计算机科学 2023-08-28 Samuel Rhys Cox , Ashraf Abdul , Wei Tsang Ooi

Large Language Models (LLMs) have already become quite proficient at solving simpler programming tasks like those in HumanEval or MBPP benchmarks. However, solving more complex and competitive programming tasks is still quite challenging…

人工智能 · 计算机科学 2024-03-15 Hung Le , Hailin Chen , Amrita Saha , Akash Gokul , Doyen Sahoo , Shafiq Joty

Code generation is one of the most active areas of application of Large Language Models (LLMs). While LLMs lower barriers to writing code and accelerate development process, the overall quality of generated programs depends on the quality…

软件工程 · 计算机科学 2026-03-19 Andrei Paleyes , Radzim Sendyka , Diana Robinson , Christian Cabrera , Neil D. Lawrence

Commit Message Generation (CMG) approaches aim to automatically generate commit messages based on given code diffs, which facilitate collaboration among developers and play a critical role in Open-Source Software (OSS). Very recently, Large…

软件工程 · 计算机科学 2024-11-07 Pengyu Xue , Linhao Wu , Zhongxing Yu , Zhi Jin , Zhen Yang , Xinyi Li , Zhenyu Yang , Yue Tan

Recent advances in multimodal large language models (LLMs) have made it easier to rapidly prototype AI-powered features, especially for mobile use cases. However, gathering early, mobile-situated user feedback on these AI prototypes remains…

Code generation aims to automatically generate source code from high-level task specifications, which can significantly increase productivity of software engineering. Recently, approaches based on large language models (LLMs) have shown…

人工智能 · 计算机科学 2023-05-19 Xin-Ye Li , Jiang-Tian Xue , Zheng Xie , Ming Li

Context. AI-based development tools, such as GitHub Copilot, are transforming the software development process by offering real-time code suggestions. These tools promise to improve the productivity by reducing cognitive load and speeding…

软件工程 · 计算机科学 2025-04-10 Emanuela Guglielmi , Venera Arnoudova , Gabriele Bavota , Rocco Oliveto , Simone Scalabrino

Large Language Model (LLM) systems have been at the forefront of applied Artificial Intelligence (AI) research in a multitude of domains. One such domain is software development, where researchers have pushed the automation of a number of…

软件工程 · 计算机科学 2025-08-08 Vali Tawosi , Salwa Alamir , Xiaomo Liu , Manuela Veloso

This paper assesses the potential for large language models (LLMs) to serve as assistive tools in the creative writing process, by means of a single, in-depth case study. In the course of the study, we develop interactive and multi-voice…

计算与语言 · 计算机科学 2023-12-08 Murray Shanahan , Catherine Clarke

GitHub introduced the suggestion feature to enable reviewers to explicitly suggest code modifications in pull requests. These suggestions make the reviewers' feedback more actionable for the submitters and represent a valuable knowledge for…

软件工程 · 计算机科学 2025-02-10 Abir Bouraffa , Yen Dieu Pham , Walid Maalej

Large language models (LLMs) show strong potential to support creative tasks, but the role of the interface design is poorly understood. In particular, the effect of different modes of collaboration between humans and LLMs on co-creation…

人机交互 · 计算机科学 2026-03-10 Sebastian Maier , Manuel Schneider , Stefan Feuerriegel