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Enabling Large Language Models (LLMs) to generate citations in Question-Answering (QA) tasks is an emerging paradigm aimed at enhancing the verifiability of their responses when LLMs are utilizing external references to generate an answer.…

Computation and Language · Computer Science 2024-12-18 Jiajun Shen , Tong Zhou , Yubo Chen , Kang Liu

In software development, due to the lack of knowledge or information, time pressure, complex context, and many other factors, various uncertainties emerge during the development process, leading to assumptions scattered in projects. Being…

Software Engineering · Computer Science 2023-04-26 Chen Yang , Zinan Ma , Peng Liang , Xiaohua Liu

Due to the substantial number of enrollments in programming courses, a key challenge is delivering personalized feedback to students. The nature of this feedback varies significantly, contingent on the subject and the chosen evaluation…

Software Engineering · Computer Science 2024-09-12 Pedro Orvalho , Mikoláš Janota , Vasco Manquinho

Trustworthy language models should provide both correct and verifiable answers. However, citations generated directly by standalone LLMs are often unreliable. As a result, current systems insert citations by querying an external retriever…

Artificial Intelligence · Computer Science 2026-04-07 Yukun Huang , Sanxing Chen , Jian Pei , Manzil Zaheer , Bhuwan Dhingra

Science depends on collaboration, result reproduction, and the development of supporting software tools. Each of these requires careful management of software versions. We present a unified model for installing, managing, and publishing…

Computation · Statistics 2015-01-15 Gabriel Becker , Cory Barr , Robert Gentleman , Michael Lawrence

To facilitate the review, evaluation and analysis of scientific literature, the lit-tag R Shiny application provides a convenient interface for users to generate a citation database with custom, user-defined tags and notes. Lit-tag is not…

Digital Libraries · Computer Science 2026-03-30 Paul McElhany , Kalina Grabb , Maddison Wood

Large Language Models (LLMs) have emerged as powerful assistants for scientific writing. However, concerns remain about the quality and reliability of the generated text, including citation accuracy and faithfulness. While most recent work…

Digital Libraries · Computer Science 2026-04-14 Yee Man Choi , Xuehang Guo , Yi R. Fung , Qingyun Wang

Software projects under version control grow with each commit, accumulating up to hundreds of thousands of commits per repository. Especially for such large projects, the traversal of a repository and data extraction for static source code…

Software Engineering · Computer Science 2022-05-04 Fabian Heseding , Willy Scheibel , Jürgen Döllner

GitHub's issue reports provide developers with valuable information that is essential to the evolution of a software development project. Contributors can use these reports to perform software engineering tasks like submitting bugs,…

Software Engineering · Computer Science 2023-03-22 Nafiseh Nikeghbal , Amir Hossein Kargaran , Abbas Heydarnoori , Hinrich Schütze

Context: Citations are a key measure of scientific performance in most fields, including software engineering. However, there is limited research that studies which characteristics of articles' metadata (title, abstract, keywords, and…

Software Engineering · Computer Science 2023-03-15 Lorenz Graf-Vlachy , Daniel Graziotin , Stefan Wagner

GitHub hosts hundreds of millions of code repositories written in hundreds of different programming languages. In addition to its hosting services, GitHub provides data and insights into code, such as vulnerability analysis and code…

Software Engineering · Computer Science 2022-06-22 Patrick Thomson , Rob Rix , Nicolas Wu , Tom Schrijvers

Citation faithfulness detection is critical for enhancing retrieval-augmented generation (RAG) systems, yet large-scale Chinese datasets for this task are scarce. Existing methods face prohibitive costs due to the need for manually…

Computation and Language · Computer Science 2025-02-18 Ziyao Xu , Shaohang Wei , Zhuoheng Han , Jing Jin , Zhe Yang , Xiaoguang Li , Haochen Tan , Zhijiang Guo , Houfeng Wang

Software development projects involve the use of a wide range of tools to produce a software artifact. Software repositories such as source control systems have become a focus for emergent research because they are a source of rich…

Software Engineering · Computer Science 2016-04-20 Jacqui Finlay , Russel Pears , Andy M. Connor

Given the vast number of repositories hosted on GitHub, project discovery and retrieval have become increasingly important for GitHub users. Repository descriptions serve as one of the first points of contact for users who are accessing a…

Software Engineering · Computer Science 2021-10-27 Jazlyn Hellman , Eunbee Jang , Christoph Treude , Chenzhun Huang , Jin L. C. Guo

Citation quality is crucial in information-seeking systems, directly influencing trust and the effectiveness of information access. Current evaluation frameworks, both human and automatic, mainly rely on Natural Language Inference (NLI) to…

Computation and Language · Computer Science 2025-06-03 Yumo Xu , Peng Qi , Jifan Chen , Kunlun Liu , Rujun Han , Lan Liu , Bonan Min , Vittorio Castelli , Arshit Gupta , Zhiguo Wang

Version Control Systems (VCS) are frequently used to support development of large-scale software projects. A typical VCS repository of a large project can contain various intertwined branches consisting of a large number of commits. If some…

Software Engineering · Computer Science 2017-08-23 Jaroslav Bendik , Nikola Benes , Ivana Cerna

HistCite TM is a large-scale computer tool for mapping science. Its power of visualization combines the production of historiographs on the basis of the analysis of co-citations of documents, with the use of bibliometrics specific…

Digital Libraries · Computer Science 2015-12-23 Enrique Wulff Barreiro

Open source software development, particularly within institutions such as universities and research laboratories, is often decentralized and difficult to track. Although academic teams produce many impactful scientific tools, their…

Software Engineering · Computer Science 2026-02-27 Juanita Gomez , Emily Lovell , Stephanie Lieggi , Alvaro A. Cardenas , James Davis

GitHub is the most popular social coding platform and widely used by developers and organizations to host their open-source projects around the world. Besides that, the platform has a web API that allow developers collect information from…

Software Engineering · Computer Science 2025-05-27 Hudson Silva Borges , Marco Tulio Valente

Source code summarization is a process of generating summaries that describe software code, the majority of source code summarization usually generated manually, where the summaries are written by software developers. Recently, new…

Software Engineering · Computer Science 2019-01-07 Ra'Fat Al-Msie'deen , Anas H. Blasi
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