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Transformer-based pre-trained models have recently achieved great results in solving many software engineering tasks including automatic code completion which is a staple in a developer's toolkit. While many have striven to improve the…

Computation and Language · Computer Science 2023-04-25 Tim van Dam , Maliheh Izadi , Arie van Deursen

In the rapidly advancing field of artificial intelligence, software development has emerged as a key area of innovation. Despite the plethora of general-purpose AI assistants available, their effectiveness diminishes in complex,…

Software Engineering · Computer Science 2023-12-01 Gustavo Pinto , Cleidson de Souza , Thayssa Rocha , Igor Steinmacher , Alberto de Souza , Edward Monteiro

Developers often depend on code search engines to obtain solutions for their programming tasks. However, finding an expected solution containing code examples along with their explanations is challenging due to several issues. There is a…

Software Engineering · Computer Science 2021-08-06 Rodrigo F. Silva , M. Masudur Rahman , Carlos Eduardo Dantas , Chanchal Roy , Foutse Khomh , Marcelo A. Maia

Developers prefer to utilize third-party libraries when they implement some functionalities and Application Programming Interfaces (APIs) are frequently used by them. Facing an unfamiliar API, developers tend to consult tutorials as…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Xiaochen Li , Zhilei Ren , David Lo

Stack Overflow has accumulated millions of answers. Informative comments can strengthen their associated answers (e.g., providing additional information). Currently, Stack Overflow hides comments that are ranked beyond the top 5. Stack…

Software Engineering · Computer Science 2019-04-02 Haoxiang Zhang , Shaowei Wang , Tse-Hsun Peter Chen , Ahmed E. Hassan

Traditionally, recommender systems for the Web deal with applications that have two dimensions, users and items. Based on access logs that relate these dimensions, a recommendation model can be built and used to identify a set of N items…

Machine Learning · Computer Science 2011-11-16 Marcos A. Domingues , Alipio Mario Jorge , Carlos Soares

The integration of external personalized context information into document-grounded conversational systems has significant potential business value, but has not been well-studied. Motivated by the concept of personalized context-aware…

Artificial Intelligence · Computer Science 2023-08-29 Hui Wan , Hongkang Li , Songtao Lu , Xiaodong Cui , Marina Danilevsky

Despite the unarguable importance of Stack Overflow (SO) for the daily work of many software developers and despite existing knowledge about the impact of code duplication on software maintainability, the prevalence and implications of code…

Software Engineering · Computer Science 2020-02-05 Sebastian Baltes , Christoph Treude

With the increase in acceptance of open source platforms for knowledge sharing, Question and Answer (Q\&A) websites such as Stack Overflow have become increasingly popular in the programming domain. Many novice programmers visit Stack…

Software Engineering · Computer Science 2020-06-18 Akhila Sri Manasa Venigalla , Sridhar Chimalakonda

This paper proposes an incremental method that can be used by an intelligent system to learn better descriptions of a thematic context. The method starts with a small number of terms selected from a simple description of the topic under…

Information Retrieval · Computer Science 2010-04-28 Carlos M. Lorenzetti , Ana G. Maguitman

Multi-Context Systems are an expressive formalism to model (possibly) non-monotonic information exchange between heterogeneous knowledge bases. Such information exchange, however, often comes with unforseen side-effects leading to violation…

Artificial Intelligence · Computer Science 2015-03-19 Antonius Weinzierl

Deep learning models have been successfully applied to a variety of software engineering tasks, such as code classification, summarisation, and bug and vulnerability detection. In order to apply deep learning to these tasks, source code…

Software Engineering · Computer Science 2022-08-02 Fuwei Tian , Christoph Treude

The short text matching task employs a model to determine whether two short texts have the same semantic meaning or intent. Existing short text matching models usually rely on the content of short texts which are lack information or missing…

Computation and Language · Computer Science 2022-03-04 Mao Yan Chen , Haiyun Jiang , Yujiu Yang

Context: Navigating the knowledge of Stack Overflow (SO) remains challenging. To make the posts vivid to users, SO allows users to write and edit posts with Markdown or HTML so that users can leverage various formatting styles (e.g., bold,…

Computation and Language · Computer Science 2024-04-29 Shahla Shaan Ahmed , Shaowei Wang , Yuan Tian , Tse-Hsun , Chen , Haoxiang Zhang

Requirements engineers should strive to get a better insight into decision making processes. During elicitation of requirements, decision making influences how stakeholders communicate with engineers, thereby affecting the engineers'…

Software Engineering · Computer Science 2012-10-30 Corentin Burnay , Ivan Jureta , Stéphane Faulkner

Contextual information at inference time, such as demonstrations, retrieved knowledge, or interaction history, can substantially improve large language models (LLMs) without parameter updates, yet its theoretical role remains poorly…

Computation and Language · Computer Science 2026-02-10 Dingzirui Wang , Xuanliang Zhang , Keyan Xu , Qingfu Zhu , Wanxiang Che , Yang Deng

The quality of AI-generated output is often attributed to prompting technique, but extensive empirical observation suggests that context completeness may be more strongly associated with output quality. This paper introduces Context…

Artificial Intelligence · Computer Science 2026-04-07 Elias Calboreanu

Open research data are heralded as having the potential to increase effectiveness, productivity, and reproducibility in science, but little is known about the actual practices involved in data search. The socio-technical problem of locating…

Digital Libraries · Computer Science 2020-03-12 Kathleen Gregory , Helena Cousijn , Paul Groth , Andrea Scharnhorst , Sally Wyatt

The use of conversational assistants to search for information is becoming increasingly more popular among the general public, pushing the research towards more advanced and sophisticated techniques. In the last few years, in particular,…

Information Retrieval · Computer Science 2021-04-15 Rafael Ferreira , David Semedo , Joao Magalhaes

Stack Overflow (SO) has been a great source of natural language questions and their code solutions (i.e., question-code pairs), which are critical for many tasks including code retrieval and annotation. In most existing research,…

Computation and Language · Computer Science 2018-03-28 Ziyu Yao , Daniel S. Weld , Wei-Peng Chen , Huan Sun
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