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A novel approach to measuring the scope of patent claims based on probabilities obtained from (large) language models 基于从(大型)语言模型中获得的概率来衡量专利权利要求范围的新方法
IF 2.2
World Patent Information Pub Date : 2024-11-12 DOI: 10.1016/j.wpi.2024.102321
Sébastien Ragot
{"title":"A novel approach to measuring the scope of patent claims based on probabilities obtained from (large) language models","authors":"Sébastien Ragot","doi":"10.1016/j.wpi.2024.102321","DOIUrl":"10.1016/j.wpi.2024.102321","url":null,"abstract":"<div><div>This work proposes to measure the scope of a patent claim as the reciprocal of self-information contained in this claim. Self-information is calculated based on a probability of occurrence of the claim, where this probability is obtained from a language model. Grounded in information theory, this approach is based on the assumption that an unlikely concept is more informative than a usual concept, insofar as it is more surprising. In turn, the more surprising the information required to define the claim, the narrower its scope. Seven language models are considered, ranging from simplest models (each word or character has an identical probability) to intermediate models (based on average word or character frequencies), to large language models (LLMs) such as GPT2 and davinci-002. Remarkably, when using the simplest language models to compute the probabilities, the scope becomes proportional to the reciprocal of the number of words or characters involved in the claim, a metric already used in previous works. Application is made to multiple series of patent claims directed to distinct inventions, where each series consists of a set of claims having a gradually decreasing scope. The performance of the language models is then assessed through several ad hoc tests. The LLMs outperform models based on word and character frequencies, which themselves outdo the simplest models based on word or character counts. Interestingly, however, the character count appears to be a more reliable indicator than the word count.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102321"},"PeriodicalIF":2.2,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142652739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Laser-based disassembly of end-of-life automotive traction batteries: A systematic patent analysis 基于激光的报废汽车牵引电池拆解:系统专利分析
IF 2.2
World Patent Information Pub Date : 2024-11-10 DOI: 10.1016/j.wpi.2024.102322
Max Rettenmeier , Noah Jeremia Schilling , Mauritz Möller , Alexander Sauer
{"title":"Laser-based disassembly of end-of-life automotive traction batteries: A systematic patent analysis","authors":"Max Rettenmeier ,&nbsp;Noah Jeremia Schilling ,&nbsp;Mauritz Möller ,&nbsp;Alexander Sauer","doi":"10.1016/j.wpi.2024.102322","DOIUrl":"10.1016/j.wpi.2024.102322","url":null,"abstract":"<div><div>Battery recycling is a vital component in the decarbonization of the transportation sector. The disassembly step represents a pivotal element within the process chain for battery recycling, as it paves the way for subsequent steps. Semi-destructive disassembly technologies will be key to developing efficient disassembly processes for end-of-life automotive traction batteries. Laser-based separation technologies have emerged as a promising emerging technological approach. Following a systematic search in multiple databases, the obtained records underwent a comprehensive descriptive analysis in terms of both regional and historical context, while key inventors and assignees were identified. Furthermore, citation networks have been identified to provide an overview of the patent landscape and the interrelations within this field. Moreover, an analysis concerning the International Patent Classification and the Cooperative Patent Classification was conducted. An in-depth analysis of relevant patents provides insights into the specific techno-strategic elements currently pursued. The study yields an implication and recommendation framework for research, industry, and policy makers to drive the industrialization of laser-based disassembly technologies as an avenue for efficient end-of-life automotive traction battery disassembly of the future. This framework enables relevant stakeholders to drive their techno-strategic developments in the field of laser-based disassembly, resulting in enhanced laser-based semi-destructive disassembly technologies.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102322"},"PeriodicalIF":2.2,"publicationDate":"2024-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142652737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Factors affecting patent applicant choice of International Searching Authority 影响专利申请人选择国际检索机构的因素
IF 2.2
World Patent Information Pub Date : 2024-11-09 DOI: 10.1016/j.wpi.2024.102323
Yoshiyuki Osabe
{"title":"Factors affecting patent applicant choice of International Searching Authority","authors":"Yoshiyuki Osabe","doi":"10.1016/j.wpi.2024.102323","DOIUrl":"10.1016/j.wpi.2024.102323","url":null,"abstract":"<div><div>The PCT applications can be an indicator of patented technologies that firms consider important and valuable. Since an International Search Report (ISR) is the primary information that determines the value of the PCT application, it is the most important point thorough the PCT filing process for the PCT applicant to choose an appropriate ISA who issues the ISR. The author analyzed WO patent publication data and found which IP office as ISA tend to be chosen by PCT applicants, especially by the US applicants. The result shows that many PCT applicants have chosen EPO as ISA, and many US companies have been influencing this tendency. The author also found that the tendency differs from the entities of PCT applicants, that is to say, while universities/laboratories, hospitals and foundations in the United States tend to select UPSTO as ISA, many US companies select EPO as ISA. The results also shows that a part of the US applicants who filed pct applications with uspto have selected kipo, because of korea's technological specialisations in certain fields.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102323"},"PeriodicalIF":2.2,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142652738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comprehensive analysis of the current status and future trends of microalgae bioreactors using patent and bibliometric approaches 利用专利和文献计量学方法全面分析微藻生物反应器的现状和未来趋势
IF 2.2
World Patent Information Pub Date : 2024-11-07 DOI: 10.1016/j.wpi.2024.102319
Zhen Zhang , Jingyun Chen , Ning Yang , Rongqing Zhang
{"title":"Comprehensive analysis of the current status and future trends of microalgae bioreactors using patent and bibliometric approaches","authors":"Zhen Zhang ,&nbsp;Jingyun Chen ,&nbsp;Ning Yang ,&nbsp;Rongqing Zhang","doi":"10.1016/j.wpi.2024.102319","DOIUrl":"10.1016/j.wpi.2024.102319","url":null,"abstract":"<div><div>To gain a better understanding of the research status and development trends in microalgae bioreactors, this article conducted a search and visual analysis of patents and literature related to this field from 2003 to 2022 on PatSnap patent platform and the Web of Science database. A systematic coupling model was also built between patents and literature in this subject to compare and assess research states and hotspots. Our findings indicate that while the number of publications in the literature on microalgae bioreactors has been increasing, the number of patent applications has decreased since 2015. Literature on microalgae bioreactors primarily focuses on the use of different bioreactors to cultivate microalgae, treat wastewater, and generate biofuel. Meanwhile, patented technology research is mainly concentrated on the study and transformation of microorganisms and their components. The overall trend in this field shows a decreasing coupling degree, suggesting that the field of microalgae bioreactors has reached a mature stage and is currently experiencing a bottleneck period. This article utilizes a combination of literature visualization and patent analysis to identify technological gaps within the field of microalgae bioreactors. It provides guidance for the industrial development of microalgae biomass, and as such, is of great benefit in addressing the interdisciplinary challenges faced by researchers in this area.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102319"},"PeriodicalIF":2.2,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142652736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging NLP and web knowledge graphs to harmonize locations: A case study on US patent transactions 利用 NLP 和网络知识图谱协调位置:美国专利交易案例研究
IF 2.2
World Patent Information Pub Date : 2024-11-07 DOI: 10.1016/j.wpi.2024.102320
Grazia Sveva Ascione , Andrea Vezzulli
{"title":"Leveraging NLP and web knowledge graphs to harmonize locations: A case study on US patent transactions","authors":"Grazia Sveva Ascione ,&nbsp;Andrea Vezzulli","doi":"10.1016/j.wpi.2024.102320","DOIUrl":"10.1016/j.wpi.2024.102320","url":null,"abstract":"<div><div>In the present study, we introduce a novel methodology for the harmonization and standardization of locations associated with patent transactions recorded at the USPTO from 2005 to 2022. Using natural language processing (NLP) techniques in conjunction with search engine-based web knowledge graphs, our method comprises four phases: data pre-processing, semantic clustering, exploitation of web-knowledge graphs, and API-driven harmonization. Initiating our analysis with a dataset of 63,838 unique locations, our methodology effectively reduces this number by more than 50 %. This approach exhibits an accuracy rate of approximately 92 %. The resulting geolocated dataset of companies’ patent transactions offers a valuable resource for fine-grained geographical analyses of the markets for technology; in particular, we provide examples of relevant economic insights which can be learned from looking at the geographical patterns of those transactions.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102320"},"PeriodicalIF":2.2,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142652740","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Intellectual property and exit strategies among SMEs: A scoping review and framework 中小企业的知识产权和退出战略:范围审查和框架
IF 2.2
World Patent Information Pub Date : 2024-10-30 DOI: 10.1016/j.wpi.2024.102318
Hady M. Khawand , Markus Kittler , Dimitri Mortelmans , Udo Chrisitan Braendle
{"title":"Intellectual property and exit strategies among SMEs: A scoping review and framework","authors":"Hady M. Khawand ,&nbsp;Markus Kittler ,&nbsp;Dimitri Mortelmans ,&nbsp;Udo Chrisitan Braendle","doi":"10.1016/j.wpi.2024.102318","DOIUrl":"10.1016/j.wpi.2024.102318","url":null,"abstract":"<div><div>While studies have focused on the role of intellectual property (IP) strategies for growth at the macro and micro levels, there remains a notable gap in comprehensively understanding the nexus between IP and exit strategies. This scoping review examines the link between firms' IP and exit strategies. It takes a particular interest in small and medium-sized enterprises (SMEs), focusing on mergers and acquisitions. This study synthesizes the literature on the role that IP strategies play in smaller firms' exit strategies and the distinctive challenges they face, proposing a comprehensive framework for understanding these dynamics. It further highlights a persistent gap in the literature on the influence of IP awareness on SMEs' exit strategies. Using established data sources and multiple filter procedures, the search yielded 87 relevant articles. Only a few studies examine the roles of IP awareness and IP strategy within business strategies. Studies explicitly researching the influence of IP strategies on exit strategies remain particularly scarce. The findings underscore the importance of integrating IP awareness and IP strategy more thoroughly into management theory and practice to enhance SMEs’ competitive advantage and facilitate successful exits.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102318"},"PeriodicalIF":2.2,"publicationDate":"2024-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142552467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Extreme citing behaviors in patents: When the duty of candor backfires 专利中的极端引用行为:当坦诚义务适得其反时
IF 2.2
World Patent Information Pub Date : 2024-10-14 DOI: 10.1016/j.wpi.2024.102317
Elena M. Tur , Francesco Pasimeni
{"title":"Extreme citing behaviors in patents: When the duty of candor backfires","authors":"Elena M. Tur ,&nbsp;Francesco Pasimeni","doi":"10.1016/j.wpi.2024.102317","DOIUrl":"10.1016/j.wpi.2024.102317","url":null,"abstract":"<div><div>This paper analyses extreme citers: patents that cite an extremely high number of references to prior art. We find that around 17,000 patents, 0.04% of the total, contribute over 20 million references, 5% of the total. Extreme citers are a relatively new phenomenon, but they are becoming increasingly popular. They seem to be coming from a few applicants, notably Ethicon and Apple. We recommend researchers to carefully consider citations from extreme citers in their patent citation analyses.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102317"},"PeriodicalIF":2.2,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142434319","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strategic portfolio management of university-owned patents for commercializing inventions 对大学拥有的专利进行战略性组合管理,以实现发明的商业化
IF 2.2
World Patent Information Pub Date : 2024-09-19 DOI: 10.1016/j.wpi.2024.102306
Volkan Okutan, Muhammed Zahid Kasapoğlu
{"title":"Strategic portfolio management of university-owned patents for commercializing inventions","authors":"Volkan Okutan,&nbsp;Muhammed Zahid Kasapoğlu","doi":"10.1016/j.wpi.2024.102306","DOIUrl":"10.1016/j.wpi.2024.102306","url":null,"abstract":"<div><div>In the contemporary knowledge-driven economy, universities are pivotal in generating intellectual property through research. Efficiently managing and commercializing the resulting patents are critical for fostering innovation and economic growth. This article presents a comprehensive framework for the strategic portfolio management of university-owned patents, focusing on effective patent selection and periodic evaluation through a structured scoring system. Drawing inspiration from international experiences such as the Bayh-Dole Act, the framework incorporates scoring scales that evaluate novelty, inventive step, commercialization potential, and inventor team status. The process guides universities in selecting patents for their portfolio and periodically reevaluating their relevance. This systematic approach aims to optimize patent commercialization efforts, enhance innovation transfer, and align universities' patent portfolios with their strategic goals. However, the framework is not without limitations, including subjectivity in scoring and evolving market dynamics. Future research directions could address these limitations and further refine the framework to maximize the impact of university-owned patents in driving innovation and economic progress.</div></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102306"},"PeriodicalIF":2.2,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0172219024000462/pdfft?md5=ec1181947cacfa2ebf16575e7b26bad0&pid=1-s2.0-S0172219024000462-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142312043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring technological applications through LDA-based patent mining: A metaverse ontology construction 通过基于 LDA 的专利挖掘探索技术应用:元宇宙本体构建
IF 2.2
World Patent Information Pub Date : 2024-09-18 DOI: 10.1016/j.wpi.2024.102314
Ai-Che Chang, Jie-Shan Lin
{"title":"Exploring technological applications through LDA-based patent mining: A metaverse ontology construction","authors":"Ai-Che Chang,&nbsp;Jie-Shan Lin","doi":"10.1016/j.wpi.2024.102314","DOIUrl":"10.1016/j.wpi.2024.102314","url":null,"abstract":"<div><p>The development of the metaverse ecosystem drives technological innovations and economic benefits, which correlate well with patent technologies. Ontology is crucial for formulating strategies and practices in metaverse technology by providing a clear knowledge map to navigate this complex domain. The proposed methodology aims to discover implicit domain knowledge and construct an ontology, allowing for dynamic and efficient visualization of domain knowledge. Clustering analysis categorizes patent technologies into subdomains, while LDA topic modeling structures knowledge properties into an ontology schema. The study analyzes 1967 metaverse technology patents granted between 2020 and 2022 from the InnovationQ Plus database. The research confirms that metaverse ecosystems encompass multiple international patent classifications (IPCs) and the three advanced technology clusters (i.e., immersive technology, AI-based computing networks, and financial security authentication) with their topics. Recent metaverse patent trends highlight applications in autonomous vehicles, entertainment and advertising, and privacy/security protections. This method is applicable for tracking technology trends across various domains.</p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102314"},"PeriodicalIF":2.2,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142238244","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Literature listing 文献目录
IF 2.2
World Patent Information Pub Date : 2024-09-13 DOI: 10.1016/j.wpi.2024.102305
Susan Bates
{"title":"Literature listing","authors":"Susan Bates","doi":"10.1016/j.wpi.2024.102305","DOIUrl":"10.1016/j.wpi.2024.102305","url":null,"abstract":"<div><p>Welcome to the latest quarterly Literature Listing intended as a current awareness service for readers indicating newly published books, journal, and conference articles on IP management; Information Retrieval Techniques; Patent Landscapes; Education &amp; Certification; and Legal &amp; Intellectual Property Office Matters. The current Literature Listing was compiled end-August 2024. Key resources include Scopus, Digital Commons, publishers' RSS feeds, and serendipity! This article gives a selection of interesting references to whet your appetite - the full list of references can be found in the companion datafile.</p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"79 ","pages":"Article 102305"},"PeriodicalIF":2.2,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142229156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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