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Global overlay maps of science use base maps that are overlaid by specific data (from single researchers, institutions, or countries) for visualizing scientific performance such as field-specific paper output. A procedure to create global…

Digital Libraries · Computer Science 2024-12-10 Robin Haunschild , Lutz Bornmann

Data-driven conceptual design methods and tools aim to inspire human ideation for new design concepts by providing external inspirational stimuli. In prior studies, the stimuli have been limited in terms of coverage, granularity, and…

Social and Information Networks · Computer Science 2022-10-20 Jianxi Luo , Serhad Sarica , Kristin Wood

There are many general purpose benchmark datasets for Semantic Textual Similarity but none of them are focused on technical concepts found in patents and scientific publications. This work aims to fill this gap by presenting a new human…

Computation and Language · Computer Science 2022-08-03 Grigor Aslanyan , Ian Wetherbee

We develop a language similarity model suitable for working with patents and scientific publications at the same time. In a horse race-style evaluation, we subject eight language (similarity) models to predict credible Patent-Paper…

Computation and Language · Computer Science 2026-01-01 Michael E. Rose , Mainak Ghosh , Sebastian Erhardt , Cheng Li , Erik Buunk , Dietmar Harhoff

The entity alignment of science and technology patents aims to link the equivalent entities in the knowledge graph of different science and technology patent data sources. Most entity alignment methods only use graph neural network to…

Computation and Language · Computer Science 2023-11-02 Runze Fang , Yawen Li , Yingxia Shao , Zeli Guan , Zhe Xue

Patent landscaping is a method used for searching related patents during a research and development (R&D) project. To avoid the risk of patent infringement and to follow current trends in technology, patent landscaping is a crucial task…

Computation and Language · Computer Science 2019-11-25 Seokkyu Choi , Hyeonju Lee , Eunjeong Lucy Park , Sungchul Choi

Scientific research is a key input into technological innovation, yet not all scientific knowledge is equally mobilized in patents. This paper examines how different scientific publishing models shape both the selection of scientific…

Digital Libraries · Computer Science 2026-04-09 Abdelghani Maddi , Chongjun Xi , Xiaoting Chen , Isabelle Dorsch , Marc-André Simard

Technology is essential to innovation and economic prosperity. Understanding technological changes can guide innovators to find new directions of design innovation and thus make breakthroughs. In this work, we construct a technology fitness…

Machine Learning · Computer Science 2022-11-04 Shuo Jiang , Jianxi Luo

Strategic decisions rely heavily on non-scientific instrumentation to forecast emerging technologies and leading companies. Instead, we build a fast quantitative system with a small computational footprint to discover the most important…

Cryptography and Security · Computer Science 2022-09-25 Michael Tsesmelis , Ljiljana Dolamic , Marcus Matthias Keupp , Dimitri Percia David , Alain Mermoud

The aim of this paper is to propose a new method to identify main paths in a technological domain using patent citations. Previous approaches for using main path analysis have greatly improved our understanding of actual technological…

Computers and Society · Computer Science 2017-11-01 Hyunseok Park , Christopher L. Magee

In the realm of patent document analysis, assessing semantic similarity between phrases presents a significant challenge, notably amplifying the inherent complexities of Cooperative Patent Classification (CPC) research. Firstly, this study…

Computation and Language · Computer Science 2024-01-17 Liqiang Yu , Bo Liu , Qunwei Lin , Xinyu Zhao , Chang Che

Given a patent document, identifying distinct semantic annotations is an interesting research aspect. Text annotation helps the patent practitioners such as examiners and patent attorneys to quickly identify the key arguments of any…

Machine Learning · Computer Science 2021-11-19 Renukswamy Chikkamath , Vishvapalsinhji Ramsinh Parmar , Christoph Hewel , Markus Endres

In this study, we address the challenges in developing a deep learning-based automatic patent citation recommendation system. Although deep learning-based recommendation systems have exhibited outstanding performance in various domains…

Information Retrieval · Computer Science 2020-10-22 Jaewoong Choi , Sion Jang , Jaeyoung Kim , Jiho Lee , Janghyeok Yoona , Sungchul Choi

Using Scopus data, we construct a global map of science based on aggregated journal-journal citations from 1996-2012 (N of journals = 20,554). This base map enables users to overlay downloads from Scopus interactively. Using a single year…

Digital Libraries · Computer Science 2014-01-14 Loet Leydesdorff , Félix de Moya-Anegón , Vicente P. Guerrero-Bote

Pharmaceutical patents play an important role by protecting the innovation from copies but also drive researchers to innovate, create new products, and promote disruptive innovations focusing on collective health. The study of patent…

Understanding the relationship between emerging technology and research and development has long been of interest to companies, policy makers and researchers. In this paper new sources of data and tools are combined with a novel technique…

General Economics · Economics 2023-05-05 Xian Gong , Claire McFarland , Paul McCarthy , Colin Griffith , Marian-Andrei Rizoiu

Inventor collaborations that span across regions facilitate the combination and diffusion of innovation-related knowledge. While remote partnerships are gaining importance; most R&D cooperations remain embedded in local environments and…

Physics and Society · Physics 2018-07-23 Gergő Tóth , Sándor Juhász , Zoltán Elekes , Balázs Lengyel

Using "Analyze Results" at the Web of Science, one can directly generate overlays onto global journal maps of science. The maps are based on the 10,000+ journals contained in the Journal Citation Reports (JCR) of the Science and Social…

Digital Libraries · Computer Science 2013-01-29 Loet Leydesdorff , Ismael Rafols , Chaomei Chen

Patent text embeddings enable prior art search, technology landscaping, and patent analysis, yet existing benchmarks inadequately capture patent-specific challenges. We introduce PatenTEB, a comprehensive benchmark comprising 15 tasks…

Computation and Language · Computer Science 2025-10-28 Iliass Ayaou , Denis Cavallucci

With the ever increasing number of filed patent applications every year, the need for effective and efficient systems for managing such tremendous amounts of data becomes inevitably important. Patent Retrieval (PR) is considered the pillar…

Information Retrieval · Computer Science 2018-12-21 Walid Shalaby , Wlodek Zadrozny