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Related papers: Patent Novelty Assessment Accelerating Innovation …

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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

Assessing the novelty of patent claims is a critical yet challenging task traditionally performed by patent examiners. While advancements in NLP have enabled progress in various patent-related tasks, novelty assessment remains unexplored.…

Computation and Language · Computer Science 2025-02-11 Hayato Ikoma , Teruko Mitamura

Novelty assessment is a critical yet complex task in the examination process for patent acceptance, requiring examiners to determine whether an invention is disclosed in a prior art document. The process involves intricate matching between…

Computation and Language · Computer Science 2026-05-05 Valentin Knappich , Anna Hätty , Simon Razniewski , Annemarie Friedrich

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

A fundamental step in the patent application process is the determination of whether there exist prior patents that are novelty destroying. This step is routinely performed by both applicants and examiners, in order to assess the novelty of…

Information Retrieval · Computer Science 2024-07-18 Arav Parikh , Shiri Dori-Hacohen

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

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

Current patent claim generation systems face three fundamental limitations: poor cross-jurisdictional generalization, inadequate semantic relationship modeling between claims and prior art, and unreliable quality assessment. We introduce a…

Computation and Language · Computer Science 2026-01-15 Chen-Wei Liang , Bin Guo , Zhen-Yuan Wei , Mu-Jiang-Shan Wang

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

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…

Computation and Language · Computer Science 2025-05-19 Lekang Jiang , Pascal A Scherz , Stephan Goetz

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

Academia and industry each possess distinct advantages in advancing technological progress. Academia's core mission is to promote open dissemination of research results and drive disciplinary progress. The industry values knowledge…

Digital Libraries · Computer Science 2026-03-23 Hongye Zhao , Yi Zhao , Chengzhi Zhang

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 exponential growth of academic publications has led to a surge in papers of varying quality, increasing the cost of paper screening. Current approaches either use novelty assessment within general AI Reviewers or repurpose DeepResearch,…

Computation and Language · Computer Science 2026-03-24 Jiajun Hou , Hexuan Deng , Wenxiang Jiao , Xuebo Liu , Xiaopeng Ke , Min Zhang

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…

Social and Information Networks · Computer Science 2012-12-17 Russell J. Funk , Jason Owen-Smith

This paper presents the development of an AI powered software platform that leverages advanced large language models (LLMs) to transform technology scouting and solution discovery in industrial R&D. Traditional approaches to solving complex…

Artificial Intelligence · Computer Science 2025-11-28 Manish Verma , Vivek Sharma , Vishal Singh

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…

Social and Information Networks · Computer Science 2018-06-04 Manuel Sebastian Mariani , Matus Medo , François Lafond

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…

Computation and Language · Computer Science 2024-01-17 Haining Wang

In an age of fast-paced technological change, patents have evolved into not only legal mechanisms of intellectual property, but also structured storage containers of knowledge full of metadata, categories, and formal innovation. This…

Digital Libraries · Computer Science 2025-08-05 M. S. Rajeevan , B. Mini Devi

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…

Digital Libraries · Computer Science 2025-01-30 Yi Zhao , Chengzhi Zhang
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