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This study examines the use of evidence in policymaking by analysing a range of journal and article attributes, as well as online engagement metrics. It employs a large-scale citation analysis of nearly 150,000 articles covering diverse…

Digital Libraries · Computer Science 2025-04-29 Pablo Dorta-González

We report characteristics of in-text citations in over five million full text articles from two large databases - the PubMed Central Open Access subset and Elsevier journals - as functions of time, textual progression, and scientific field.…

Digital Libraries · Computer Science 2017-10-10 Kevin W. Boyack , Nees Jan van Eck , Giovanni Colavizza , Ludo Waltman

As large language models (LLMs) are more frequently used in retrieval-augmented generation pipelines, it is increasingly relevant to study their behavior under knowledge conflicts. Thus far, the role of the source of the retrieved…

Computation and Language · Computer Science 2026-04-20 Jakob Schuster , Vagrant Gautam , Katja Markert

Empirical evidence demonstrates that citations received by scholarly publications follow a pattern of preferential attachment, resulting in a power-law distribution. Such asymmetry has sparked significant debate regarding the use of…

Digital Libraries · Computer Science 2023-12-04 Diego Kozlowski1 , Jens Peter Andersen , Vincent Larivière

The surge in scientific submissions has placed increasing strain on the traditional peer-review process, prompting the exploration of large language models (LLMs) for automated review generation. While LLMs demonstrate competence in…

Computation and Language · Computer Science 2025-09-25 Ruochi Li , Haoxuan Zhang , Edward Gehringer , Ting Xiao , Junhua Ding , Haihua Chen

The deep learning field is growing rapidly as witnessed by the exponential growth of papers submitted to journals, conferences, and pre-print servers. To cope with the sheer number of papers, several text mining tools from natural language…

Computation and Language · Computer Science 2022-04-04 Daehyun Cho , Christian Wallraven

Purpose: The aim of this work is to normalize the NLPCONTRIBUTIONS scheme (henceforward, NLPCONTRIBUTIONGRAPH) to structure, directly from article sentences, the contributions information in Natural Language Processing (NLP) scholarly…

Computation and Language · Computer Science 2021-05-10 Jennifer D'Souza , Sören Auer

How common is self-citation in scholarly publication, and does the practice vary by gender? Using novel methods and a data set of 1.5 million research papers in the scholarly database JSTOR published between 1779 and 2011, the authors find…

Physics and Society · Physics 2017-12-14 Molly M. King , Carl T. Bergstrom , Shelley J. Correll , Jennifer Jacquet , Jevin D. West

While scholarly citations are pivotal for assessing academic impact, they often reflect systemic biases beyond research quality. This study examines a critical yet underexplored driver of citation disparities: authors' structural positions…

Digital Libraries · Computer Science 2025-12-29 Renlong Jie , Longfeng Zhao , Chen Chu , Danyang Jia , Zhen Wang

Empirical analysis results about the possible causes leading to non-citation may help increase the potential of researchers' work to be cited and editorial staffs of journals to identify contributions with potential high quality. In this…

Digital Libraries · Computer Science 2015-06-24 Zewen Hu , Yishan Wu

We study large-scale literature search from two complementary angles: improving the retrieval pipeline, and stress-testing the human reference list as an evaluation target. First, we implement a Deep Research pipeline that processes the…

Artificial Intelligence · Computer Science 2026-05-29 Gaurav Sahu , Laurent Charlin , Christopher Pal

Artificial Intelligence (AI) is a fast-growing area of study that stretching its presence to many business and research domains. Machine learning, deep learning, and natural language processing (NLP) are subsets of AI to tackle different…

Computation and Language · Computer Science 2023-01-24 Thanveer Shaik , Xiaohui Tao , Yan Li , Christopher Dann , Jacquie Mcdonald , Petrea Redmond , Linda Galligan

Large language models (LLMs) present a promising yet challenging frontier for automated source citation in scientific communication. Previous approaches to citation generation have been limited by citation ambiguity and LLM…

Computation and Language · Computer Science 2025-04-14 Yash Saxena , Deepa Tilwani , Ali Mohammadi , Edward Raff , Amit Sheth , Srinivasan Parthasarathy , Manas Gaur

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…

The constantly increasing rate at which scientific papers are published makes it difficult for researchers to identify papers that currently impact the research field of their interest. Hence, approaches to effectively identify papers of…

Digital Libraries · Computer Science 2021-04-21 Ilias Kanellos , Thanasis Vergoulis , Dimitris Sacharidis , Theodore Dalamagas , Yannis Vassiliou

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

Computation and Language · Computer Science 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Applying graph-based approaches in deep learning receives more attention over time. This study presents statistical analysis on the use of graph-based approaches in deep learning and examines the scientific impact of the related articles.…

Digital Libraries · Computer Science 2022-12-06 Ilker Turker , Serhat Orkun Tan

With the advancement of science and technology, the number of academic papers published in the world each year has increased almost exponentially. While a large number of research papers highlight the prosperity of science and technology,…

Social and Information Networks · Computer Science 2020-09-08 Qihang Zhao

Understanding the current research trends, problems, and their innovative solutions remains a bottleneck due to the ever-increasing volume of scientific articles. In this paper, we propose NLPExplorer, a completely automatic portal for…

Information Retrieval · Computer Science 2023-05-23 Monarch Parmar , Naman Jain , Pranjali Jain , P Jayakrishna Sahit , Soham Pachpande , Shruti Singh , Mayank Singh

Citation counts are widely used as indicators of research quality to support or replace human peer review and for lists of top cited papers, researchers, and institutions. Nevertheless, the relationship between citations and research…

Digital Libraries · Computer Science 2023-07-31 Mike Thelwall , Kayvan Kousha , Mahshid Abdoli , Emma Stuart , Meiko Makita , Paul Wilson , Jonathan Levitt