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A key capability in managing patent applications or a patent portfolio is comparing claims to other text, e.g. a patent specification. Because the language of claims is different from language used elsewhere in the patent application or in…

计算与语言 · 计算机科学 2024-07-16 Matthias Blume , Ghobad Heidari , Christoph Hewel

Patent analysis and mining are time-consuming and costly processes for companies, but nevertheless essential if they are willing to remain competitive. To face the overload induced by numerous patents, the idea is to automatically filter…

计算与语言 · 计算机科学 2021-07-05 Théo Ding , Walter Vermeiren , Sylvie Ranwez , Binbin Xu

In this paper, we extend some usual techniques of classification resulting from a large-scale data-mining and network approach. This new technology, which in particular is designed to be suitable to big data, is used to construct an open…

物理与社会 · 物理学 2017-07-05 Antonin Bergeaud , Yoann Potiron , Juste Raimbault

Patents, which encapsulate crucial technical and legal information in text form and referenced drawings, present a rich domain for natural language processing (NLP) applications. As NLP technologies evolve, large language models (LLMs) have…

人工智能 · 计算机科学 2025-04-24 Lekang Jiang , Stephan Goetz

The citation network of patents citing prior art arises from the legal obligation of patent applicants to properly disclose their invention. One way to study the relationship between current patents and their antecedents is by analyzing the…

应用统计 · 统计学 2023-04-26 Edoardo Filippi-Mazzola , Federica Bianchi , Ernst C. Wit

This paper describes an efficiently scalable approach to measure technological similarity between patents by combining embedding techniques from natural language processing with nearest-neighbor approximation. Using this methodology we are…

数字图书馆 · 计算机科学 2021-11-11 Daniel Hain , Roman Jurowetzki , Tobias Buchmann , Patrick Wolf

Green technology is viewed as a means of creating a sustainable society and a catalyst for sustainable development by the global community. It is responsible for both the potential reduction of production waste and the reduction of carbon…

Greenwashing refers to practices by corporations or governments that intentionally mislead the public about their environmental impact. This paper provides a comprehensive and methodologically grounded survey of natural language processing…

计算与语言 · 计算机科学 2026-01-30 Tom Calamai , Oana Balalau , Théo Le Guenedal , Fabian M. Suchanek

We survey Natural Language Processing (NLP) approaches to summarizing, simplifying, and generating patents' text. While solving these tasks has important practical applications - given patents' centrality in the R&D process - patents'…

计算与语言 · 计算机科学 2022-05-27 Silvia Casola , Alberto Lavelli

We study the empirical relationship between green technologies and industrial production at very fine-grained levels by employing Economic Complexity techniques. Firstly, we use patent data on green technology domains as a proxy for…

综合经济学 · 经济学 2022-06-16 Francesco de Cunzo , Alberto Petri , Andrea Zaccaria , Angelica Sbardella

Patent similarity analysis plays a crucial role in evaluating the risk of patent infringement. Nonetheless, this analysis is predominantly conducted manually by legal experts, often resulting in a time-consuming process. Recent advances in…

信息检索 · 计算机科学 2023-12-04 Yongmin Yoo , Cheonkam Jeong , Sanguk Gim , Junwon Lee , Zachary Schimke , Deaho Seo

One of the most challenging problems in technological forecasting is to identify as early as possible those technologies that have the potential to lead to radical changes in our society. In this paper, we use the US patent citation network…

社会与信息网络 · 计算机科学 2018-06-04 Manuel Sebastian Mariani , Matus Medo , François Lafond

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…

机器学习 · 计算机科学 2021-11-19 Renukswamy Chikkamath , Vishvapalsinhji Ramsinh Parmar , Christoph Hewel , Markus Endres

Text classification helps analyse texts for semantic meaning and relevance, by mapping the words against this hierarchy. An analysis of various types of texts is invaluable to understanding both their semantic meaning, as well as their…

机器学习 · 计算机科学 2022-11-16 Chaitanya Chadha , Vandit Gupta , Deepak Gupta , Ashish Khanna

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…

计算与语言 · 计算机科学 2026-01-01 Michael E. Rose , Mainak Ghosh , Sebastian Erhardt , Cheng Li , Erik Buunk , Dietmar Harhoff

Artificial intelligence (AI) is a key enabler of innovation against climate change. In this study, we investigate the intersection of AI and climate adaptation and mitigation technologies through patent analyses of a novel dataset of…

综合经济学 · 经济学 2025-09-15 Lorenzo Emer , Andrea Mina , Andrea Vandin

More than ever, technical inventions are the symbol of our society's advance. Patents guarantee their creators protection against infringement. For an invention being patentable, its novelty and inventiveness have to be assessed. Therefore,…

信息检索 · 计算机科学 2019-03-06 Lea Helmers , Franziska Horn , Franziska Biegler , Tim Oppermann , Klaus-Robert Müller

Text is a vehicle to convey information that reflects the writer's linguistic style and communicative patterns. By studying these attributes, we can discover latent insights about the author and their underlying message. This article uses…

计算机与社会 · 计算机科学 2024-12-19 Deborah Gerhardt , Miriam Marcowitz-Bitton , W. Michael Schuster , Avshalom Elmalech , Omri Suissa , Moshe Mash

We reconstruct the innovation dynamics of about two hundred thousand companies by following their patenting activity for about ten years. We define the technological portfolios of these companies as the set of the technological sectors…

物理与社会 · 物理学 2021-10-06 Matteo Straccamore , Luciano Pietronero , Andrea Zaccaria

Patent examiners need to solve a complex information retrieval task when they assess the novelty and inventive step of claims made in a patent application. Given a claim, they search for prior art, which comprises all relevant publicly…

信息检索 · 计算机科学 2020-12-29 Julian Risch , Nicolas Alder , Christoph Hewel , Ralf Krestel
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