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Are LLM-based search agents genuinely searching, or using the web to verify what they already know? We study this question on BrowseComp with three diagnostics. Our analysis reveals Intrinsic Knowledge Dependence (IKD): even with tool…

Artificial Intelligence · Computer Science 2026-05-28 HuiMing Fan , Xiao Wang , Zheng Chu , Qianyu Wang , Zhuoyao Wang , Ming Liu , Bing Qin , XingYu

Developer forums are one of the most popular and useful Q&A websites on API usages. The analysis of API forums can be a critical resource for the automated question and answer approaches. In this paper, we empirically study three API forums…

Software Engineering · Computer Science 2019-09-10 Yi Li , Shaohua Wang , Tien N. Nguyen , Son Van Nguyen , Xinyue Ye , Yan Wang

Since programming concepts do not match their syntactic representations, code search is a very tedious task. For instance in Java or C, array doesn't match [], so using "array" as a query, one cannot find what they are looking for. Often…

Information Retrieval · Computer Science 2019-04-01 Deepak Thukral , Darvesh Punia

Explanations are essential in software engineering (SE) and requirements communication, helping stakeholders clarify ambiguities, justify design choices, and build shared understanding. Online Q&A forums such as Stack Overflow provide…

Software Engineering · Computer Science 2026-01-22 Martin Obaidi , Kushtrim Qengaj , Hannah Deters , Jakob Droste , Marc Herrmann , Kurt Schneider , Jil Klünder

This paper introduces Data-Driven Search-based Software Engineering (DSE), which combines insights from Mining Software Repositories (MSR) and Search-based Software Engineering (SBSE). While MSR formulates software engineering problems as…

Software Engineering · Computer Science 2020-08-31 Vivek Nair , Amritanshu Agrawal , Jianfeng Chen , Wei Fu , George Mathew , Tim Menzies , Leandro Minku , Markus Wagner , Zhe Yu

Code search is a widely used technique by developers during software development. It provides semantically similar implementations from a large code corpus to developers based on their queries. Existing techniques leverage deep learning…

Software Engineering · Computer Science 2022-02-17 Weisong Sun , Chunrong Fang , Yuchen Chen , Guanhong Tao , Tingxu Han , Quanjun Zhang

Search engine retrieval effectiveness studies are usually small-scale, using only limited query samples. Furthermore, queries are selected by the researchers. We address these issues by taking a random representative sample of 1,000…

Information Retrieval · Computer Science 2014-05-12 Dirk Lewandowski

Current search techniques are limited to standard RAG query-document applications. In this paper, we propose a novel technique to expand the code and index for predicting the required APIs, directly enabling high-quality, end-to-end code…

Software Engineering · Computer Science 2025-10-01 Esakkivel Esakkiraja , Denis Akhiyarov , Aditya Shanmugham , Chitra Ganapathy

Energy efficiency is an important criterion to judge the quality of mobile apps, but one third of our randomly sampled apps suffer from energy issues that can quickly drain battery power. To understand these issues, we conducted an…

Software Engineering · Computer Science 2019-04-02 Xueliang Li , Yuming Yang , Yepang liu , John P. Gallagher , Kaishun Wu

Number of published scholarly articles is growing exponentially. To tackle this information overload, researchers are increasingly depending on niche academic search engines. Recent works have shown that two major general web search…

Information Retrieval · Computer Science 2017-01-11 Anasua Mitra , Amit Awekar

Machine learning, the foundation of modern artificial intelligence, has driven innovations that have fundamentally transformed the world. Yet, behind advancements lies a complex and often tedious process requiring labor and compute…

Artificial Intelligence · Computer Science 2025-02-19 Zhengyao Jiang , Dominik Schmidt , Dhruv Srikanth , Dixing Xu , Ian Kaplan , Deniss Jacenko , Yuxiang Wu

We discuss Google's journey in developing and refining two internal AI-based IDE features: code completion and natural-language-driven code transformation (Transform Code). We address challenges in latency, user experience and suggestion…

Most modern Integrated Development Environments (IDEs) and code editors have a feature to search across available functionality and items in an open project. In JetBrains IDEs, this feature is called Search Everywhere: it allows users to…

Software Engineering · Computer Science 2024-01-29 Evgeny Abramov , Nikolai Palchikov

In our research, we investigate the challenges that software engineers face during program comprehension, particularly when debugging unfamiliar codebases. We propose a novel tool, CodeCompass, to address these issues. Our study highlights…

Software Engineering · Computer Science 2024-05-13 Ekansh Agrawal , Omair Alam , Chetan Goenka , Medha Iyer , Isabela Moise , Ashish Pandian , Bren Paul

Developers use search for various tasks such as finding code, documentation, debugging information, etc. In particular, web search is heavily used by developers for finding code examples and snippets during the coding process. Recently,…

Software Engineering · Computer Science 2021-03-23 Nikitha Rao , Chetan Bansal , Joe Guan

Traditional data systems require specialized technical skills where users need to understand the data organization and write precise queries to access data. Therefore, novice users who lack technical expertise face hurdles in perusing and…

Human-Computer Interaction · Computer Science 2021-01-05 Anna Fariha , Lucy Cousins , Narges Mahyar , Alexandra Meliou

This paper summarizes our experience in communicating the elements of reasoning about correctness, and the central role of formal specifications in reasoning about modular, component-based software using a language and an integrated Web IDE…

Software Engineering · Computer Science 2015-08-20 Nabil M. Kabbani , Daniel Welch , Caleb Priester , Stephen Schaub , Blair Durkee , Yu-Shan Sun , Murali Sitaraman

Using online Q&A forums, such as Stack Overflow (SO), for guidance to resolve program bugs, among other development issues, is commonplace in modern software development practice. Runtime exceptions (RE) is one such important class of bugs…

Software Engineering · Computer Science 2020-09-23 Sonal Mahajan , Negarsadat Abolhassani , Mukul R. Prasad

As a popular Q&A site for programming, Stack Overflow is a treasure for developers. However, the amount of questions and answers on Stack Overflow make it difficult for developers to efficiently locate the information they are looking for.…

Software Engineering · Computer Science 2021-02-11 Kaibo Cao , Chunyang Chen , Sebastian Baltes , Christoph Treude , Xiang Chen

COTS-based development is a component reuse approach promising to reduce costs and risks, and ensure higher quality. The growing availability of COTS components on the Web has concretized the possibility of achieving these objectives. In…

Information Retrieval · Computer Science 2012-04-11 Nacim Yanes , Sihem Ben Sassi , Henda Hajjami Ben Ghezala
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