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Science prizes purportedly reward innovation and explorations of new phenomena. Yet, in practice prizes may inadvertently divert resources from similarly impactful but less celebrated scholars. Despite this paradox, knowledge of how…

Digital Libraries · Computer Science 2025-06-24 Chaolin Tian , Yurui Huang , Ching Jin , Yifang Ma , Brian Uzzi

Scientific novelty drives advances at the research frontier, yet it is also associated with heightened uncertainty and potential resistance from incumbent paradigms, leading to complex patterns of scientific impact. Prior studies have…

Digital Libraries · Computer Science 2026-04-15 Yi Zhao , Yang Chenggang , Yuzhuo Wang , Tong Bao , Zhang Heng , Chengzhi Zhang

Novelty, akin to gene mutation in evolution, opens possibilities for scholarly advancement. Although peer review remains the gold standard for evaluating novelty in scholarly communication and resource allocation, the vast volume of…

Computation and Language · Computer Science 2024-01-17 Haining Wang

Novel scientific knowledge is constantly produced by the scientific community. Understanding the level of novelty characterized by scientific literature is key for modeling scientific dynamics and analyzing the growth mechanisms of…

Digital Libraries · Computer Science 2018-01-30 Jiangen He , Chaomei Chen

New scientific ideas drive progress, yet measuring scientific novelty remains challenging. We use natural language processing to detect the origin and impact of new ideas in scientific publications. To validate our methods, we analyze Nobel…

General Economics · Economics 2025-02-25 Sam Arts , Nicola Melluso , Reinhilde Veugelers

The accelerating pace of scientific publication makes it difficult to identify truly original research among incremental work. We propose a framework for estimating the conceptual novelty of research papers by combining semantic…

Machine Learning · Computer Science 2026-01-06 Zhengxu Yan , Han Li , Yuming Feng

Novelty evaluation is vital for the promotion and management of innovation. With the advancement of information techniques and the open data movement, some progress has been made in novelty measurements. Tracking and reviewing novelty…

Digital Libraries · Computer Science 2025-01-30 Yi Zhao , Chengzhi Zhang

Academic success is distributed unequally; a few top scientists receive the bulk of attention, citations, and resources. However, do these ``superstars" foster leadership in scientific innovation? We introduce three information-theoretic…

Digital Libraries · Computer Science 2023-01-09 Sean Kelty , Raiyan Abdul Baten , Adiba Mahbub Proma , Ehsan Hoque , Johan Bollen , Gourab Ghoshal

Government funding agencies and foundations tend to perceive novelty as necessary for scientific impact and hence prefer to fund novel instead of incremental projects. Evidence linking novelty and the eventual impact of a grant is…

Digital Libraries · Computer Science 2019-11-11 Han Zhuang , Daniel E. Acuna

Scientific prizes are among the greatest recognition a scientist receives from their peers and arguably shape the direction of a field by conferring credibility to persons, ideas, and disciplines, providing financial rewards, and promoting…

Physics and Society · Physics 2018-12-14 Yifang Ma , Brian Uzzi

State-of-the-art natural language processing models have been shown to achieve remarkable performance in 'closed-world' settings where all the labels in the evaluation set are known at training time. However, in real-world settings, 'novel'…

Computation and Language · Computer Science 2023-05-10 Neeraj Varshney , Himanshu Gupta , Eric Robertson , Bing Liu , Chitta Baral

New ideas are often thought to arise from recombining existing knowledge. Yet despite rapid publication growth - and expanding opportunities for recombination - scientific breakthroughs remain rare. This gap between productivity and…

Digital Libraries · Computer Science 2025-12-04 Linzhuo Li , Yiling Lin , Lingfei Wu

In order to create new products, inventors search and combine previous ideas. Few studies have examined the characteristics of search that lead to new products; most have focused on patent citations, which are often retrospective and may…

Human-Computer Interaction · Computer Science 2013-11-05 Harris Kyriakou , Jeffrey V. Nickerson

The advancement of science is inherently dependent on the recombination of existing knowledge, and innovative research typically relies on the atypical recombination of established knoweldge bases. This study introduces a Knowledge…

Digital Libraries · Computer Science 2025-12-23 Liang Guoqiang , Sun Jian , Lin Gege , Zhang Shuo

This paper outlines a framework for the study of innovation that treats discoveries as additions to evolving networks. As inventions enter they expand or limit the reach of the ideas they build on by influencing how successive discoveries…

Social and Information Networks · Computer Science 2012-12-17 Russell J. Funk , Jason Owen-Smith

Fast growing scientific topics have famously been key harbingers of the new frontiers of science, yet, large-scale analyses of their genesis and impact are rare. We investigate one possible factor connected with a topic's extraordinary…

Digital Libraries · Computer Science 2021-11-17 Ching Jin , Yifang Ma , Brian Uzzi

Prior work finds a diversity paradox: diversity breeds innovation, and yet, underrepresented groups that diversify organizations have less successful careers within them. Does the diversity paradox hold for scientists as well? We study this…

Social and Information Networks · Computer Science 2022-10-12 Bas Hofstra , Vivek V. Kulkarni , Sebastian Munoz-Najar Galvez , Bryan He , Dan Jurafsky , Daniel A. McFarland

In the extensive recommender systems literature, novelty and diversity have been identified as key properties of useful recommendations. However, these properties have received limited attention in the specific sub-field of research paper…

Information Retrieval · Computer Science 2024-11-06 Eoghan Cunningham , Derek Greene , Barry Smyth

A model is proposed for the creation and transmission of scientific knowledge, based on the network of citations among research articles. The model allows to assign to each article a nonnegative value for its creativity, i. e. its creation…

Physics and Society · Physics 2007-05-23 Jose M. Soler

In evaluation campaigns, participants often explore variations of popular, state-of-the-art baselines as a low-risk strategy to achieve competitive results. While effective, this can lead to local "hill climbing" rather than more radical…

Information Retrieval · Computer Science 2023-01-31 Mehmet Deniz Türkmen , Matthew Lease , Mucahid Kutlu
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