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Global overlay maps of science use base maps that are overlaid by specific data (from single researchers, institutions, or countries) for visualizing scientific performance such as field-specific paper output. A procedure to create global…

Digital Libraries · Computer Science 2024-12-10 Robin Haunschild , Lutz Bornmann

Discovering and making sense of relevant research literature is fundamental to becoming knowledgeable in any scientific discipline. Visualization can aid this process; however, existing tools' adoption and impact have often been…

Human-Computer Interaction · Computer Science 2021-10-28 Kevin Li , Haoyang Yang , Anish Upadhayay , Zhiyan Zhou , Jon Saad-Falcon , Duen Horng Chau

The rapid growth of scientific techniques and knowledge is reflected in the exponential increase in new patents filed annually. While these patents drive innovation, they also present significant burden for researchers and engineers,…

Digital Libraries · Computer Science 2024-12-25 Suyuan Wang , Xueqian Yin , Menghao Wang , Ruofeng Guo , Kai Nan

Data exploration is an important step of every data science and machine learning project, including those involving textual data. We provide a novel language tool, in the form of a publicly available Python library for extracting patterns…

Computation and Language · Computer Science 2022-06-20 Piyawat Lertvittayakumjorn , Leshem Choshen , Eyal Shnarch , Francesca Toni

The exponential growth in scholarly publications necessitates advanced tools for efficient article retrieval, especially in interdisciplinary fields where diverse terminologies are used to describe similar research. Traditional…

Citation analysis is one of the most frequently used methods in research evaluation. We are seeing significant growth in citation analysis through bibliometric metadata, primarily due to the availability of citation databases such as the…

Digital Libraries · Computer Science 2020-09-01 Sehrish Iqbal , Saeed-Ul Hassan , Naif Radi Aljohani , Salem Alelyani , Raheel Nawaz , Lutz Bornmann

The rapid development of tools for acquisition and storage of information has lead to the formation of enormous medical databases. The large quantity of data definitely surpasses the abilities of humans for efficient usage without…

Information Retrieval · Computer Science 2009-04-03 Petar Kormushev

The web application presented in this paper allows for an analysis to reveal centres of excellence in different fields worldwide using publication and citation data. Only specific aspects of institutional performance are taken into account…

Digital Libraries · Computer Science 2013-07-25 Lutz Bornmann , Moritz Stefaner , Felix de Moya Anegon , Ruediger Mutz

With the rising popularity of interdisciplinary work and increasing institutional incentives in this direction, there is a growing need to understand how resulting publications incorporate ideas from multiple disciplines. Existing…

Digital Libraries · Computer Science 2026-01-27 Bagyasree Sudharsan , Alexandria Leto , Maria Leonor Pacheco

From more than half a century ago indexing scientific articles has been studied intensively to provide a more efficient data retrieval and to conserve researchers invaluable time. In the last two decades with the emergence of the World Wide…

Digital Libraries · Computer Science 2014-01-07 Azam Majooni , Mona Masood , Amir Akhavan

Large language models (LLMs) have unlocked new capabilities of task planning from human instructions. However, prior attempts to apply LLMs to real-world robotic tasks are limited by the lack of grounding in the surrounding scene. In this…

The number of scientific articles produced every year is growing rapidly. Providing quality control over them is crucial for scientists and, ultimately, for the public good. In modern science, this process is largely delegated to peer…

We present a mixed-methods study to explore how large language models (LLMs) can assist users in the visual exploration and analysis of knowledge graphs (KGs). We surveyed and interviewed 20 professionals from industry, government…

Human-Computer Interaction · Computer Science 2024-04-03 Harry Li , Gabriel Appleby , Ashley Suh

Datamation is designed to animate an analysis pipeline step by step, which is an intuitive and effective way to interpret the results from data analysis. However, creating a datamation is not easy. A qualified datamation needs to not only…

Human-Computer Interaction · Computer Science 2023-04-13 Yi Guo , Nan Cao , Ligan Cai , Yanqiu Wu , Daniel Weiskopf , Danqing Shi , Qing Chen

The introduction of Large Language Models (LLMs) has significantly impacted various fields, including education, for example, by enabling the creation of personalized learning materials. However, their use in Systematic Reviews (SRs)…

Computers and Society · Computer Science 2025-03-04 Vedant Khandelwal , Kaushik Roy , Valerie Lookingbill , Ritvik Garimella , Harshul Surana , Heather Heckman , Amit Sheth

Multiple clustering has gained significant attention in recent years due to its potential to reveal multiple hidden structures of data from different perspectives. The advent of deep multiple clustering techniques has notably advanced the…

Computer Vision and Pattern Recognition · Computer Science 2024-04-25 Jiawei Yao , Qi Qian , Juhua Hu

It is now commonplace to observe that we are facing a deluge of online information. Researchers have of course long acknowledged the potential value of this information since digital traces make it possible to directly observe, describe and…

Computation and Language · Computer Science 2015-07-09 Thierry Poibeau , Pablo Ruiz

High-dimensional omics datasets are routinely visualized as heatmaps, where color intensities reveal co-expression patterns and correlations. However, modern omics technologies increasingly generate matrices so large that existing visual…

Genomics · Quantitative Biology 2026-04-21 Osho Rawal , Rex Lu , Edgar Gonzalez-Kozlova , Sacha Gnjatic , Zeynep H. Gümüş

Natural language processing (NLP) has witnessed a profound impact of large language models (LLMs) that excel in a multitude of tasks. However, the limitation of LLMs in multilingual settings, particularly in underrepresented languages,…

Computation and Language · Computer Science 2024-09-24 Samuel Cahyawijaya

The emergence of AI Scientists has demonstrated remarkable potential in automating scientific research. However, current approaches largely conceptualize scientific discovery as a solitary optimization or search process, overlooking that…

Artificial Intelligence · Computer Science 2025-11-24 Qingbin Zeng , Bingbing Fan , Zhiyu Chen , Sijian Ren , Zhilun Zhou , Xuhua Zhang , Yuanyi Zhen , Fengli Xu , Yong Li , Tie-Yan Liu