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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…

数字图书馆 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

计算与语言 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

综合经济学 · 经济学 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…

机器学习 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

物理与社会 · 物理学 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'…

计算与语言 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

人机交互 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

社会与信息网络 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

社会与信息网络 · 计算机科学 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…

信息检索 · 计算机科学 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…

物理与社会 · 物理学 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…

信息检索 · 计算机科学 2023-01-31 Mehmet Deniz Türkmen , Matthew Lease , Mucahid Kutlu
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