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This paper introduces a novel evaluation methodology for entity resolution algorithms. It is motivated by PatentsView.org, a U.S. Patents and Trademarks Office patent data exploration tool that disambiguates patent inventors using an entity…

数字图书馆 · 计算机科学 2023-04-19 Olivier Binette , Sokhna A York , Emma Hickerson , Youngsoo Baek , Sarvo Madhavan , Christina Jones

Entity resolution (record linkage, microclustering) systems are notoriously difficult to evaluate. Looking for a needle in a haystack, traditional evaluation methods use sophisticated, application-specific sampling schemes to find matching…

计算与语言 · 计算机科学 2024-04-09 Olivier Binette , Youngsoo Baek , Siddharth Engineer , Christina Jones , Abel Dasylva , Jerome P. Reiter

We introduce a novel method for converting text data into abstract image representations, which allows image-based processing techniques (e.g. image classification networks) to be applied to text-based comparison problems. We apply the…

计算与语言 · 计算机科学 2020-02-07 Stephen M. Petrie , T'Mir D. Julius

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

Name disambiguation and the subsequent name conflation are essential for the correct processing of person name queries in a digital library or other database. It distinguishes each unique person from all other records in the database. We…

信息检索 · 计算机科学 2017-09-15 Kunho Kim , Madian Khabsa , C. Lee Giles

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

The importance of patents is well recognised across many regions of the world. Many patent mining systems have been proposed, but with limited predictive capabilities. In this demo, we showcase how predictive algorithms leveraging the…

数字图书馆 · 计算机科学 2019-11-01 Nebula Alam , Khoi-Nguyen Tran , Sue Ann Chen , John Wagner , Josh Andres , Mukesh Mohania

Due to the swift growth of patent applications each year, information and multimedia retrieval approaches that facilitate patent exploration and retrieval are of utmost importance. Different types of visualizations (e.g., graphs, technical…

计算机视觉与模式识别 · 计算机科学 2023-07-21 Junaid Ahmed Ghauri , Eric Müller-Budack , Ralph Ewerth

Patent data represent a significant source of information on innovation and the evolution of technology through networks of citations, co-invention and co-assignment of new patents. A major obstacle to extracting useful information from…

数字图书馆 · 计算机科学 2016-01-11 Greg Morrison , Massimo Riccaboni , Fabio Pammolli

Developers must comprehend the code they will maintain, meaning that the code must be legible and reasonably self-descriptive. Unfortunately, there is still a lack of research and tooling that supports developers in understanding their…

软件工程 · 计算机科学 2021-07-20 Anthony Peruma , Venera Arnaoudova , Christian D. Newman

Patent novelty search systems are critical to IP protection and innovation assessment; their retrieval accuracy directly impacts patent quality. We propose a comprehensive evaluation methodology that builds high-quality, reproducible…

信息检索 · 计算机科学 2025-08-26 Shu Zhang , LiSha Zhang , Kai Duan , XinKai Sun

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

Patents and scientific papers provide an essential source for measuring science and technology output, to be used as a basis for the most varied scientometric analyzes. Authors' and inventors' names are the key identifiers to carry out…

信息检索 · 计算机科学 2024-02-27 David Reymond , Heman Khouilla , Sandrine Wolff , Manuel Durand-Barthez

Patent claims define the scope of protection and establish the legal boundaries of an invention. Drafting these claims is a complex and time-consuming process that usually requires the expertise of skilled patent attorneys, which can form a…

计算与语言 · 计算机科学 2025-05-19 Lekang Jiang , Pascal A Scherz , Stephan Goetz

The task of scholar name disambiguation is crucial in various real-world scenarios, including bibliometric-based candidate evaluation for awards, application material anti-fraud measures, and more. Despite significant advancements, current…

信息检索 · 计算机科学 2025-03-05 Renyu Zhao , Yunxin Chen

This document describes a possible approach that can be used to check the relevance of a summary / definition of an entity with respect to its name. This classifier focuses on the relevancy of an entity's name to its summary / definition,…

计算与语言 · 计算机科学 2024-12-18 Saumya Banthia , Anantha Sharma

Patent texts contain a large amount of entity information. Through named entity recognition, intellectual property entity information containing key information can be extracted from it, helping researchers to understand the patent content…

计算与语言 · 计算机科学 2022-03-22 Yuhui Wang , Junping Du , Yingxia Shao

Diversity in patent language is growing and makes finding synonyms for conducting patent searches more and more challenging. In addition to that, most approaches for dealing with diverse patent language are based on manual search and human…

计算与语言 · 计算机科学 2024-09-04 Mark Standke , Abdullah Kiwan , Annalena Lange , Silvan Berg

Patents represent one of the most complete sources of information related to technological change. This paper presents three months of research on U.S. patents in the field of patent analysis. The methodology consists of using search terms…

数字图书馆 · 计算机科学 2016-04-21 Xin Guo , Hyunseok Park , Christopher L. Magee

Pre-trained transformer-based language models are becoming increasingly popular due to their exceptional performance on various benchmarks. However, concerns persist regarding the presence of hidden biases within these models, which can…

计算与语言 · 计算机科学 2023-05-29 Bum Chul Kwon , Nandana Mihindukulasooriya
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