FI20185865A1 - Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö - Google Patents

Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö Download PDF

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Publication number
FI20185865A1
FI20185865A1 FI20185865A FI20185865A FI20185865A1 FI 20185865 A1 FI20185865 A1 FI 20185865A1 FI 20185865 A FI20185865 A FI 20185865A FI 20185865 A FI20185865 A FI 20185865A FI 20185865 A1 FI20185865 A1 FI 20185865A1
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FI
Finland
Prior art keywords
training
machine learning
procedure
natural language
corresponding use
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FI20185865A
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English (en)
Finnish (fi)
Swedish (sv)
Inventor
Sakari Arvela
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Iprally Tech Oy
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Publication date
Application filed by Iprally Tech Oy filed Critical Iprally Tech Oy
Priority to FI20185865A priority Critical patent/FI20185865A1/fi
Priority to PCT/FI2019/050733 priority patent/WO2020074788A1/en
Priority to CN201980082811.1A priority patent/CN113196278B/zh
Priority to JP2021545333A priority patent/JP7826007B2/ja
Priority to EP19805358.9A priority patent/EP3864566A1/en
Priority to US17/284,799 priority patent/US12039272B2/en
Publication of FI20185865A1 publication Critical patent/FI20185865A1/fi
Priority to US18/741,847 priority patent/US20240370649A1/en

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/284—Lexical analysis, e.g. tokenisation or collocates
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/205—Parsing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/31—Indexing; Data structures therefor; Storage structures
    • G06F16/316—Indexing structures
    • G06F16/322—Trees
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35—Clustering; Classification
    • G06F16/355—Creation or modification of classes or clusters
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/10—Text processing
    • G06F40/12—Use of codes for handling textual entities
    • G06F40/151—Transformation
    • G06F40/154—Tree transformation for tree-structured or markup documents, e.g. XSLT, XSL-FO or stylesheets
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/205—Parsing
    • G06F40/211—Syntactic parsing, e.g. based on context-free grammar [CFG] or unification grammars
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/289—Phrasal analysis, e.g. finite state techniques or chunking
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/30—Semantic analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G06N3/0442—Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/18—Legal services
    • G06Q50/184—Intellectual property management
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2216/00—Indexing scheme relating to additional aspects of information retrieval not explicitly covered by G06F16/00 and subgroups
    • G06F2216/11—Patent retrieval
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Business, Economics & Management (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Technology Law (AREA)
  • Tourism & Hospitality (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Operations Research (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Medical Informatics (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Marketing (AREA)
  • Primary Health Care (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Machine Translation (AREA)
  • Electrically Operated Instructional Devices (AREA)
FI20185865A 2018-10-13 2018-10-13 Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö FI20185865A1 (fi)

Priority Applications (7)

Application Number Priority Date Filing Date Title
FI20185865A FI20185865A1 (fi) 2018-10-13 2018-10-13 Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö
PCT/FI2019/050733 WO2020074788A1 (en) 2018-10-13 2019-10-13 Method of training a natural language search system, search system and corresponding use
CN201980082811.1A CN113196278B (zh) 2018-10-13 2019-10-13 训练自然语言检索系统的方法、检索系统以及对应的用途
JP2021545333A JP7826007B2 (ja) 2018-10-13 2019-10-13 自然言語検索システムの訓練方法、探索システムおよび対応の使用
EP19805358.9A EP3864566A1 (en) 2018-10-13 2019-10-13 Method of training a natural language search system, search system and corresponding use
US17/284,799 US12039272B2 (en) 2018-10-13 2019-10-13 Method of training a natural language search system, search system and corresponding use
US18/741,847 US20240370649A1 (en) 2018-10-13 2024-06-13 Method of training a natural language search system, search system and corresponding use

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
FI20185865A FI20185865A1 (fi) 2018-10-13 2018-10-13 Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö

Publications (1)

Publication Number Publication Date
FI20185865A1 true FI20185865A1 (fi) 2020-04-14

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Family Applications (1)

Application Number Title Priority Date Filing Date
FI20185865A FI20185865A1 (fi) 2018-10-13 2018-10-13 Menetelmä luonnollisen kielen hakujärjestelmän opettamiseksi, hakujärjestelmä ja vastaava käyttö

Country Status (6)

Country Link
US (2) US12039272B2 (https=)
EP (1) EP3864566A1 (https=)
JP (1) JP7826007B2 (https=)
CN (1) CN113196278B (https=)
FI (1) FI20185865A1 (https=)
WO (1) WO2020074788A1 (https=)

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US12124802B2 (en) * 2019-05-18 2024-10-22 IPRally Technologies Oy System and method for analyzing similarity of natural language data
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US12306906B2 (en) * 2021-11-14 2025-05-20 Microsoft Technology Licensing, Llc Adaptive token sampling for efficient transformer
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CN116795789B (zh) * 2023-08-24 2024-04-19 卓望信息技术（北京）有限公司 自动生成专利检索报告的方法及装置
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ZA202407998B (en) * 2024-09-21 2025-05-28 Artem Aleksandrovich Kravchenko Method for pre-training, or training, or fine tuning of a clustering model

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CN111539228A (zh) * 2020-04-29 2020-08-14 支付宝(杭州)信息技术有限公司 向量模型训练方法及装置、相似度确定方法及装置
CN111539228B (zh) * 2020-04-29 2023-08-08 支付宝(杭州)信息技术有限公司 向量模型训练方法及装置、相似度确定方法及装置

Also Published As

Publication number Publication date
JP2022513353A (ja) 2022-02-07
CN113196278A (zh) 2021-07-30
US20240370649A1 (en) 2024-11-07
US20210397790A1 (en) 2021-12-23
CN113196278B (zh) 2025-09-12
WO2020074788A1 (en) 2020-04-16
EP3864566A1 (en) 2021-08-18
JP7826007B2 (ja) 2026-03-09
US12039272B2 (en) 2024-07-16

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