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Related papers: Test Collections for Patent-to-Patent Retrieval an…

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To create a new IR test collection at low cost, it is valuable to carefully select which documents merit human relevance judgments. Shared task campaigns such as NIST TREC pool document rankings from many participating systems (and often…

Information Retrieval · Computer Science 2020-08-06 Md Mustafizur Rahman , Mucahid Kutlu , Tamer Elsayed , Matthew Lease

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…

Information Retrieval · Computer Science 2020-12-29 Julian Risch , Nicolas Alder , Christoph Hewel , Ralf Krestel

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

This work-in-progress paper proposes a framework to generate and measure personalized patent claims. The objective is to help inventors conceive better inventions by learning from relevant inventors. Patent claim generation is a way of…

Computation and Language · Computer Science 2019-12-13 Jieh-Sheng Lee

This paper describes a new method to extract relevant keywords from patent claims, as part of the task of retrieving other patents with similar claims (search for prior art). The method combines a qualitative analysis of the writing style…

Information Retrieval · Computer Science 2019-06-19 Julien Rossi , Matthias Wirth , Evangelos Kanoulas

In this work, we introduce a comprehensive error typology specifically designed for evaluating two distinct tasks in machine-generated patent texts: claims-to-abstract generation, and the generation of the next claim given previous ones. We…

Computation and Language · Computer Science 2024-06-26 You Zuo , Kim Gerdes , Eric Villemonte de La Clergerie , Benoît Sagot

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,…

Information Retrieval · Computer Science 2019-03-06 Lea Helmers , Franziska Horn , Franziska Biegler , Tim Oppermann , Klaus-Robert Müller

Our goal of patent claim generation is to realize "augmented inventing" for inventors by leveraging latest Deep Learning techniques. We envision the possibility of building an "auto-complete" function for inventors to conceive better…

Computation and Language · Computer Science 2019-12-03 Jieh-Sheng Lee , Jieh Hsiang

To evaluate Information Retrieval (IR) effectiveness, a possible approach is to use test collections, which are composed of a collection of documents, a set of description of information needs (called topics), and a set of relevant…

Information Retrieval · Computer Science 2020-11-03 Kevin Roitero

Finding relevant prior art is crucial when deciding whether to file a new patent application or invalidate an existing patent. However, searching for prior art is challenging due to the large number of patent documents and the need for…

Information Retrieval · Computer Science 2025-08-15 Krzysztof Daniell , Igor Buzhinsky , Sebastian Björkqvist

Patent retrieval influences several applications within engineering design research, education, and practice as well as applications that concern innovation, intellectual property, and knowledge management etc. In this article, we propose a…

Information Retrieval · Computer Science 2022-11-04 L Siddharth , Guangtong Li , Jianxi Luo

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'…

Computation and Language · Computer Science 2022-05-27 Silvia Casola , Alberto Lavelli

Research community evaluations in information retrieval, such as NIST's Text REtrieval Conference (TREC), build reusable test collections by pooling document rankings submitted by many teams. Naturally, the quality of the resulting test…

Information Retrieval · Computer Science 2022-06-07 Md Mustafizur Rahman , Mucahid Kutlu , Matthew Lease

Patent examination is a complex, multi-stage process requiring both technical expertise and legal reasoning, increasingly challenged by rising application volumes. Prior benchmarks predominantly view patent examination as discriminative…

Computation and Language · Computer Science 2026-05-06 Qiyao Wang , Xinyi Chen , Longze Chen , Hongbo Wang , Hamid Alinejad-Rokny , Yuan Lin , Min Yang

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…

Artificial Intelligence · Computer Science 2025-04-24 Lekang Jiang , Stephan Goetz

Patent classification is the task that assigns each input patent into several codes (classes). Due to its high demand, several datasets and methods have been introduced. However, the lack of both systematic performance comparison of…

Computation and Language · Computer Science 2024-03-18 Minh-Tien Nguyen , Nhung Bui , Manh Tran-Tien , Linh Le , Huy-The Vu

Patent claims define the scope of protection for an invention. If there are ambiguities in a claim, it is rejected by the patent office. In the US, this is referred to as indefiniteness (35 U.S.C {\S} 112(b)) and is among the most frequent…

Computation and Language · Computer Science 2025-06-19 Valentin Knappich , Annemarie Friedrich , Anna Hätty , Simon Razniewski

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…

Information Retrieval · Computer Science 2025-08-26 Shu Zhang , LiSha Zhang , Kai Duan , XinKai Sun

Patents provide a rich source of information about design innovations. Patent mining techniques employ various technologies, such as text mining, machine learning, natural language processing, and ontology-building techniques. An automated…

Databases · Computer Science 2024-02-05 Manal E. Helal , Mohammed E. Helal

The search for prior art is crucial in patent application processing, it consists in retrieving other documents relevant to the invention of the application. Most methods feed a search engine with keywords that are extracted by…

Information Retrieval · Computer Science 2024-07-12 Julien Rossi
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