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The deluge of new papers has significantly blocked the development of academics, which is mainly caused by author-level and publication-level evaluation metrics that only focus on quantity. Those metrics have resulted in several severe…

Digital Libraries · Computer Science 2022-01-17 Xinrong Zhang , Zihou Ren , Xi Li , Shuqi Liu , Yunlong Deng , Yadi Xiao , Yuxing Han , Jiangtao Wen

Recent advances in natural language processing have enabled automation of a wide range of tasks, including machine translation, named entity recognition, and sentiment analysis. Automated summarization of documents, or groups of documents,…

Computation and Language · Computer Science 2020-11-17 Amanuel Alambo , Cori Lohstroh , Erik Madaus , Swati Padhee , Brandy Foster , Tanvi Banerjee , Krishnaprasad Thirunarayan , Michael Raymer

It is time to make changes to the current research evaluation system, which is built on the journal selection. In this study, we propose the idea of continuous, dynamic and comprehensive article-level-evaluation based on…

Digital Libraries · Computer Science 2014-11-26 Xianwen Wang , Zhichao Fang , Yang Yang

In this study we analyse the key driving factors of preprints in enhancing scholarly communication. To this end we use four groups of metrics, one referring to scholarly communication and based on bibliometric indicators (Web of Science and…

Digital Libraries · Computer Science 2020-12-01 Zhiqi Wang , Yue Chen , Wolfgang Glänzel

Assessing the influence of a scholar's work is an important task for funding organizations, academic departments, and researchers. Common methods, such as measures of citation counts, can ignore much of the nuance and multidimensionality of…

Human-Computer Interaction · Computer Science 2018-02-20 Jason Portenoy , Jessica Hullman , Jevin D. West

Research grants have played an important role in seeding and promoting fundamental research projects worldwide. There is a growing demand for developing and delivering scientific influence analysis as a service on research grant…

Social and Information Networks · Computer Science 2019-08-26 Yuming Wang , Yanbo Long , Lai Tu , Ling Liu

Many factors could affect the number of citations to a paper. Citations have an important role in research policy and in measuring the excellence of research and researchers. This work is the first study in software engineering (SE) to…

Digital Libraries · Computer Science 2019-08-14 Mika Mäntylä , Vahid Garousi

Researchers or students entering a emerging research area are particularly interested in what newly published papers will be most cited and which young researchers will become influential in the future, so that they can catch the most…

Social and Information Networks · Computer Science 2014-07-08 Senzhang Wang , Sihong Xie , Xiaoming Zhang , Zhoujun Li , Philip S. Yu , Xinyu Shu

A multitude of factors are responsible for the overall quality of scientific papers, including readability, linguistic quality, fluency,semantic complexity, and of course domain-specific technical factors. These factors vary from one field…

Information Retrieval · Computer Science 2019-08-13 Roman Vainshtein , Gilad Katz , Bracha Shapira , Lior Rokach

Conducting a systematic review (SR) is comprised of multiple tasks: (i) collect documents (studies) that are likely to be relevant from digital libraries (eg., PubMed), (ii) manually read and label the documents as relevant or irrelevant,…

Information Retrieval · Computer Science 2022-01-19 Grace E. Lee , Aixin Sun

If we want to assess whether the paper in question has had a particularly high or low citation impact compared to other papers, the standard practice in bibliometrics is to normalize citations in respect of the subject category and…

Digital Libraries · Computer Science 2013-07-30 Lutz Bornmann , Werner Marx , Andreas Barth

Abstractive summarization of scientific papers has always been a research focus, yet existing methods face two main challenges. First, most summarization models rely on Encoder-Decoder architectures that treat papers as sequences of words,…

Computation and Language · Computer Science 2025-05-21 Tong Bao , Heng Zhang , Chengzhi Zhang

In this work we ask whether and to what extent applying a predictor of publications' impact better than early citations, has an effect on the assessment of research performance of individual scientists. Specifically, we measure the total…

Digital Libraries · Computer Science 2021-03-26 Giovanni Abramo , Ciriaco Andrea D'Angelo , Giovanni Felici

This paper presents a systematic literature review of image datasets for document image analysis, focusing on historical documents, such as handwritten manuscripts and early prints. Finding appropriate datasets for historical document…

Computer Vision and Pattern Recognition · Computer Science 2022-11-01 Konstantina Nikolaidou , Mathias Seuret , Hamam Mokayed , Marcus Liwicki

The two most used citation impact indicators in the assessment of scientific journals are, nowadays, the impact factor and the h-index. However, both indicators are not field normalized (vary heavily depending on the scientific category)…

Digital Libraries · Computer Science 2015-10-14 Sara M. Gonzalez-Betancor , Pablo Dorta-Gonzalez

The rapid expansion of scientific literature in computer science presents challenges in tracking research trends and extracting key insights. Existing datasets provide metadata but lack structured summaries that capture core contributions…

Information Retrieval · Computer Science 2025-03-03 Javin Liu , Aryan Vats , Zihao He

For randomized trials that use text as an outcome, traditional approaches for assessing treatment impact require that each document first be manually coded for constructs of interest by trained human raters. This process, the current…

Methodology · Statistics 2024-08-05 Reagan Mozer , Luke Miratrix

Understanding the dynamic mechanisms that drive the high-impact scientific work (e.g., research papers, patents) is a long-debated research topic and has many important implications, ranging from personal career development and recruitment…

Machine Learning · Computer Science 2015-08-04 Liangyue Li , Hanghang Tong

The exponential growth of scientific production makes secondary literature abridgements increasingly demanding. We introduce a new open-source framework for systematic reviews that significantly reduces time and workload for collecting and…

Digital Libraries · Computer Science 2022-02-24 Angelo D'Ambrosio , Hajo Grundmann , Tjibbe Donker

English research articles (RAs) are an essential genre in academia, so the attempts to employ NLP to assist the development of academic writing ability have received considerable attention in the last two decades. However, there has been no…

Computation and Language · Computer Science 2021-11-16 Siyu Lei , Ruiying Yang , Chu-Ren Huang
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