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In the rapidly advancing research fields such as AI, managing and staying abreast of the latest scientific literature has become a significant challenge for researchers. Although previous efforts have leveraged AI to assist with literature…

Computation and Language · Computer Science 2024-04-10 Xintao Wang , Jiangjie Chen , Nianqi Li , Lida Chen , Xinfeng Yuan , Wei Shi , Xuyang Ge , Rui Xu , Yanghua Xiao

This paper introduces AutoSurvey, a speedy and well-organized methodology for automating the creation of comprehensive literature surveys in rapidly evolving fields like artificial intelligence. Traditional survey paper creation faces…

Information Retrieval · Computer Science 2024-06-19 Yidong Wang , Qi Guo , Wenjin Yao , Hongbo Zhang , Xin Zhang , Zhen Wu , Meishan Zhang , Xinyu Dai , Min Zhang , Qingsong Wen , Wei Ye , Shikun Zhang , Yue Zhang

Survey research is a fundamental empirical method in software engineering, enabling the systematic collection of data on professional practices, perceptions, and experiences. However, recent advances in large language models (LLMs) have…

Software Engineering · Computer Science 2025-12-22 Ronnie de Souza Santos , Italo Santos , Maria Teresa Baldassarre , Cleyton Magalhaes , Mairieli Wessel

Context: Surveys constitute an valuable tool to capture a large-scale snapshot of the state of the practice. Apparently trivial to adopt, surveys hide, however, several pitfalls that might hinder rendering the result valid and, thus,…

Software Engineering · Computer Science 2017-02-27 Marco Torchiano , Daniel Méndez Fernández , Guilherme Horta Travassos , Rafael Maiani de Mello

Surveys have recently gained popularity as a tool to study large language models. By comparing survey responses of models to those of human reference populations, researchers aim to infer the demographics, political opinions, or values best…

Computation and Language · Computer Science 2024-12-10 Ricardo Dominguez-Olmedo , Moritz Hardt , Celestine Mendler-Dünner

Academic survey writing, which distills vast literature into a coherent and insightful narrative, remains a labor-intensive and intellectually demanding task. While recent approaches, such as general DeepResearch agents and…

Computation and Language · Computer Science 2025-10-07 Zhaojun Sun , Xuzhou Zhu , Xuanhe Zhou , Xin Tong , Shuo Wang , Jie Fu , Guoliang Li , Zhiyuan Liu , Fan Wu

Survey paper plays a crucial role in scientific research, especially given the rapid growth of research publications. Recently, researchers have begun using LLMs to automate survey generation for better efficiency. However, the quality gap…

Computation and Language · Computer Science 2025-03-07 Xiangchao Yan , Shiyang Feng , Jiakang Yuan , Renqiu Xia , Bin Wang , Bo Zhang , Lei Bai

A central goal of survey research is to collect robust and reliable data from respondents. However, despite researchers' best efforts in designing questionnaires, respondents may experience difficulty understanding questions' intent and…

Human-Computer Interaction · Computer Science 2020-11-16 Amanda Fernández-Fontelo , Pascal J. Kieslich , Felix Henninger , Frauke Kreuter , Sonja Greven

Modern web dashboards and enterprise applications increasingly rely on complex, distributed microservices architectures. While these architectures offer scalability, they introduce significant challenges in debugging and observability. When…

Software Engineering · Computer Science 2026-02-18 Devendra Tata , Mona Rajhans

Analyzing open-ended survey responses is a crucial yet challenging task for social scientists, non-profit organizations, and educational institutions, as they often face the trade-off between obtaining rich data and the burden of reading…

Computation and Language · Computer Science 2023-06-28 Doug Beeferman , Nabeel Gillani

Large Language Models (LLMs) have demonstrated exceptional comprehension capabilities and a vast knowledge base, suggesting that LLMs can serve as efficient tools for automated survey generation. However, recent research related to…

Computation and Language · Computer Science 2025-02-28 Xun Liang , Jiawei Yang , Yezhaohui Wang , Chen Tang , Zifan Zheng , Shichao Song , Zehao Lin , Yebin Yang , Simin Niu , Hanyu Wang , Bo Tang , Feiyu Xiong , Keming Mao , Zhiyu li

A number of automated techniques and tools were proposed in the research literature over the years which aim to support the spreadsheet developer in the process of testing and debugging a faulty spreadsheet. One underlying assumption of…

Software Engineering · Computer Science 2015-03-12 Dietmar Jannach , Thomas Schmitz

Automated debugging techniques have the potential to reduce developer effort in debugging, and have matured enough to be adopted by industry. However, one critical issue with existing techniques is that, while developers want rationales for…

Software Engineering · Computer Science 2023-04-06 Sungmin Kang , Bei Chen , Shin Yoo , Jian-Guang Lou

Calls for engagement with the public in Artificial Intelligence (AI) research, development, and governance are increasing, leading to the use of surveys to capture people's values, perceptions, and experiences related to AI. In this paper,…

Computers and Society · Computer Science 2024-08-06 Mohammmad Tahaei , Daricia Wilkinson , Alisa Frik , Michael Muller , Ruba Abu-Salma , Lauren Wilcox

Deep learning model design, development, and debugging is a process driven by best practices, guidelines, trial-and-error, and the personal experiences of model developers. At multiple stages of this process, performance and internal model…

Human-Computer Interaction · Computer Science 2024-07-26 Thilo Spinner , Daniel Fürst , Mennatallah El-Assady

ChatGPT and other large language models (LLMs) have proven useful in crowdsourcing tasks, where they can effectively annotate machine learning training data. However, this means that they also have the potential for misuse, specifically to…

Generating models from large data sets -- and determining which subsets of data to mine -- is becoming increasingly automated. However choosing what data to collect in the first place requires human intuition or experience, usually supplied…

Computers and Society · Computer Science 2014-05-20 Josh C. Bongard , Paul D. H. Hines , Dylan Conger , Peter Hurd , Zhenyu Lu

Background: The need for empirical investigations in software engineering is growing. Many researchers nowadays, conduct and validate their solutions using empirical research. Survey is one empirical method which enables researchers to…

Software Engineering · Computer Science 2018-11-13 Ahmad Nauman Ghazi , Kai Petersen , Sri Sai Vijay Raj Reddy , Harini Nekkanti

Determining whether a configurable software system has a performance bug or it was misconfigured is often challenging. While there are numerous debugging techniques that can support developers in this task, there is limited empirical…

Software Engineering · Computer Science 2022-03-22 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Past research shows that users benefit from systems that support them in their writing and exploration tasks. The autosuggestion feature of Web search engines is an example of such a system: It helps users in formulating their queries by…

Computers and Society · Computer Science 2022-06-29 Timothy J. Hazen , Alexandra Olteanu , Gabriella Kazai , Fernando Diaz , Michael Golebiewski
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