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Clustering of publication networks is an efficient way to obtain classifications of large collections of research publications. Such classifications can be used to, e.g., detect research topics, normalize citation relations, or explore the…

数字图书馆 · 计算机科学 2024-03-15 Peter Sjögårde , Per Ahlgren

This paper presents and evaluates a set of methods to classify individual Scopus publications using their references back to the second generation, where each publication can be assigned fractionally into up to five ASJC (All Science…

数字图书馆 · 计算机科学 2024-04-05 Jesus M. Alvarez Llorente , Vicente P. Guerrero-Bote , Felix de Moya-Anegon

Publication databases rely on accurate metadata extraction from diverse web sources, yet variations in web layouts and data formats present challenges for metadata providers. This paper introduces CRAWLDoc, a new method for contextual…

计算与语言 · 计算机科学 2025-06-05 Fabian Karl , Ansgar Scherp

Accurately and consistently indexing biomedical literature by publication type and study design is essential for supporting evidence synthesis and knowledge discovery. Prior work on automated publication type and study design indexing has…

计算与语言 · 计算机科学 2026-05-13 Shufan Ming , Joe D. Menke , Neil R. Smalheiser , Halil Kilicoglu

Most existing large-scale academic search engines are built to retrieve text-based information. However, there are no large-scale retrieval services for scientific figures and tables. One challenge for such services is understanding…

人工智能 · 计算机科学 2023-01-31 Zeba Karishma , Shaurya Rohatgi , Kavya Shrinivas Puranik , Jian Wu , C. Lee Giles

The annual number of publications at scientific venues, for example, conferences and journals, is growing quickly. Hence, even for researchers it becomes harder and harder to keep track of research topics and their progress. In this task,…

机器学习 · 计算机科学 2021-05-19 Bastian Schäfermeier , Gerd Stumme , Tom Hanika

Topology Bench is a comprehensive topology dataset designed to accelerate benchmarking studies in optical networks. The dataset, focusing on core optical networks, comprises publicly accessible and ready-to-use topologies, including (a) 105…

网络与互联网体系结构 · 计算机科学 2024-11-08 Robin Matzner , Akanksha Ahuja , Rasoul Sadeghi , Michael Doherty , Alejandra Beghelli , Seb J. Savory , Polina Bayvel

Large language models (LLMs) can support scientific literature synthesis, but remain prone to hallucinated references, uneven coverage, and weakly grounded thematic organization. We evaluate whether bibliometric structure improves…

计算与语言 · 计算机科学 2026-05-26 Abraham Camelo-Guerrero , Jairo Diaz-Rodriguez

This study considers the extent to which users with the same query agree as to what is relevant, and how what is considered relevant may translate into a retrieval algorithm and results display. To combine user perceptions of relevance with…

信息检索 · 计算机科学 2010-06-24 Judith Gelernter , Dong Cao , Jaime Carbonell

Scientific articles are long text documents organized into sections, each describing aspects of the research. Analyzing scientific production has become progressively challenging due to the increase in the number of available articles.…

计算与语言 · 计算机科学 2024-04-02 Gustavo Bartz Guedes , Ana Estela Antunes da Silva

Educators evaluate student knowledge using knowledge component (KC) models that map assessment questions to KCs. Still, designing KC models for large question banks remains an insurmountable challenge for instructors who need to analyze…

人工智能 · 计算机科学 2025-09-19 Yumou Wei , Paulo Carvalho , John Stamper

Topic discovery in scientific literature provides valuable insights for researchers to identify emerging trends and explore new avenues for investigation, facilitating easier scientific information retrieval. Many machine learning methods,…

计算与语言 · 计算机科学 2025-11-10 Pengjiang Li , Zaitian Wang , Xinhao Zhang , Ran Zhang , Lu Jiang , Pengfei Wang , Yuanchun Zhou

The assignment of document and publication types in scholarly databases plays an important role in bibliometrics, for example in decision-making or university rankings. However, scholarly databases apply different curation strategies and…

数字图书馆 · 计算机科学 2026-02-10 Nick Haupka , Jack H. Culbert , Alexander Schniedermann , Najko Jahn , Philipp Mayr

In this study, we introduce a new approach to combine multi-classifiers in an ensemble system. Instead of using numeric membership values encountered in fixed combining rules, we construct interval membership values associated with each…

机器学习 · 计算机科学 2017-03-17 Tien Thanh Nguyen , Xuan Cuong Pham , Alan Wee-Chung Liew , Witold Pedrycz

Current benchmarks for AI clinician systems, often based on multiple-choice exams or manual rubrics, fail to capture the depth, robustness, and safety required for real-world clinical practice. To address this, we introduce the GAPS…

Description logics are knowledge representation languages that have been designed to strike a balance between expressivity and computational tractability. Many different description logics have been developed, and numerous computational…

计算机科学中的逻辑 · 计算机科学 2018-08-14 Ronald de Haan

Causal graphs are commonly used to understand and model complex systems. Researchers often construct these graphs from different perspectives, leading to significant variations for the same problem. Comparing causal graphs is, therefore,…

机器学习 · 计算机科学 2025-03-17 Ning-Yuan Georgia Liu , Flower Yang , Mohammad S. Jalali

Subject classification is an important task to analyze scholarly publications. In general, mainly two kinds of approaches are used: classification at a journal level and classification at the article level. We propose a mixed approach,…

数字图书馆 · 计算机科学 2021-05-12 Eric Jeangirard

Individual, excellent scientists have become increasingly important in the research funding landscape. Accurate bibliometric measures of an individual's performance could help identify excellent scientists, but still present a challenge.…

数字图书馆 · 计算机科学 2014-09-09 Nadine Rons

Large Language Model (LLM) can enhance its credibility and verifiability by generating text with citations. However, existing research on citation generation is predominantly limited to sentence-level statements, neglecting the significance…

计算与语言 · 计算机科学 2026-02-03 Yilong Xu , Jinhua Gao , Xiaoming Yu , Baolong Bi , Huawei Shen , Xueqi Cheng