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In this modern technological era, categorization and ranking of research journals is gaining popularity among researchers and scientists. It plays a significant role for publication of their research findings in a quality journal. Although,…

数字图书馆 · 计算机科学 2022-10-07 Rabia Shabbir Ranjha , Arshad Ali , Shahid Yousaf

A ranking is an ordered sequence of items, in which an item with higher ranking score is more preferred than the items with lower ranking scores. In many information systems, rankings are widely used to represent the preferences over a set…

人工智能 · 计算机科学 2017-09-22 Zhiwei Lin , Yi Li , Xiaolian Guo

The Mean Opinion Score (MOS) is fundamental to speech quality assessment. However, its acquisition requires significant human annotation. Although deep neural network approaches, such as DNSMOS and UTMOS, have been developed to predict MOS…

Opinions in scientific research papers can be divergent, leading to controversies among reviewers. However, most existing datasets for opinion summarization are centered around product reviews and assume that the analyzed opinions are…

计算与语言 · 计算机科学 2024-06-18 Qi Zeng , Mankeerat Sidhu , Ansel Blume , Hou Pong Chan , Lu Wang , Heng Ji

Multi-document summarization has received a great deal of attention in the past couple of decades. Several approaches have been proposed, many of which perform equally well and it is becoming in- creasingly difficult to choose one…

信息检索 · 计算机科学 2018-02-06 Parth Mehta , Prasenjit Majumder

Rankings, representing preferences over a set of candidates, are widely used in many information systems, e.g., group decision making and information retrieval. It is of great importance to evaluate the consensus of the obtained rankings…

人工智能 · 计算机科学 2019-07-29 Zhengui Xue , Zhiwei Lin , Hui Wang , Sally McClean

This paper investigates the application of consensus clustering and meta-clustering to the set of all possible partitions of a data set. We show that when using a "complement" of Rand Index as a measure of cluster similarity, the…

人工智能 · 计算机科学 2017-02-14 Mieczysław Kłopotek

The task of expert finding has been getting increasing attention in information retrieval literature. However, the current state-of-the-art is still lacking in principled approaches for combining different sources of evidence in an optimal…

信息检索 · 计算机科学 2013-02-05 Catarina Moreira , Pável Calado , Bruno Martins

Large language models (LLMs) are currently applied to scientific paper evaluation by assigning an absolute score to each paper independently. However, since score scales vary across conferences, time periods, and evaluation criteria, models…

信息检索 · 计算机科学 2026-05-19 Pujun Zheng , Jiacheng Yao , Jinquan Zheng , Chenyang Gu , Guoxiu He , Jiawei Liu , Yong Huang , Tianrui Guo , Wei Lu

Large language models are often ranked according to their level of alignment with human preferences -- a model is better than other models if its outputs are more frequently preferred by humans. One of the popular ways to elicit human…

机器学习 · 计算机科学 2024-12-05 Ivi Chatzi , Eleni Straitouri , Suhas Thejaswi , Manuel Gomez Rodriguez

Finding related published articles is an important task in any science, but with the explosion of new work in the biomedical domain it has become especially challenging. Most existing methodologies use text similarity metrics to identify…

信息检索 · 计算机科学 2016-11-07 Jesse M Lingeman , Hong Yu

The rank of a journal based on simple citation information is a popular measure. The simplicity and availability of rankings such as Impact Factor, Eigenfactor and SciMago Journal Rank based on trusted commercial sources ensures their…

数字图书馆 · 计算机科学 2015-07-03 Tamar V. Loach , Tim S. Evans

Navigating the vast and rapidly increasing sea of academic publications to identify institutional synergies, benchmark research contributions and pinpoint key research contributions has become an increasingly daunting task, especially with…

数字图书馆 · 计算机科学 2025-09-09 Moritz Staudinger , Wojciech Kusa , Matteo Cancellieri , David Pride , Petr Knoth , Allan Hanbury

The evaluation of journals based on their influence is of interest for numerous reasons. Various methods of computing a score have been proposed for measuring the scientific influence of scholarly journals. Typically the computation of any…

数字图书馆 · 计算机科学 2016-04-14 Snehanshu Saha , Neelam Jangid , Anand MN , Sidhant Gupta

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

信息检索 · 计算机科学 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

Most Performance-based Research Funding Systems (PRFS) draw on peer review and bibliometric indicators, two different methodologies which are sometimes combined. A common argument against the use of indicators in such research evaluation…

数字图书馆 · 计算机科学 2018-05-23 David Pride , Petr Knoth

This paper describes a generalizable model evaluation method that can be adapted to evaluate AI/ML models across multiple criteria including core scientific principles and more practical outcomes. Emerging from prediction competitions in…

机器学习 · 计算机科学 2024-03-19 Jason L. Harman , Jaelle Scheuerman

Traditional closed peer review systems, which have played a central role in scientific publishing, are often slow, costly, non-transparent, stochastic, and possibly subject to biases - factors that can impede scientific progress and…

社会与信息网络 · 计算机科学 2025-10-03 Andrii Zahorodnii , Jasper J. F. van den Bosch , Ian Charest , Christopher Summerfield , Ila R. Fiete

Pairwise comparisons from multiple judges are central to large language model evaluation and preference modeling, yet standard ranking pipelines often pool judgments into a single score vector, treating systematic judge disagreement as…

统计方法学 · 统计学 2026-05-08 Shibo Yu , Yingzhou Wang , Yan Chen , Guodong Li , Jin-Hong Du

Clustering methods are applied regularly in the bibliometric literature to identify research areas or scientific fields. These methods are for instance used to group publications into clusters based on their relations in a citation network.…

数字图书馆 · 计算机科学 2016-05-02 Lovro Šubelj , Nees Jan van Eck , Ludo Waltman
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