GB2602762A - Hypernym detection using strict partial order networks - Google Patents

Hypernym detection using strict partial order networks Download PDF

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Publication number
GB2602762A
GB2602762A GB2204770.8A GB202204770A GB2602762A GB 2602762 A GB2602762 A GB 2602762A GB 202204770 A GB202204770 A GB 202204770A GB 2602762 A GB2602762 A GB 2602762A
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Prior art keywords
list
hypernym
candidate
hyponym
text corpus
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GB202204770D0 (en
Inventor
Dash Sarthak
Massimiliano Gliozzo Alfio
Faisal Mahbub Chowdhury Md
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International Business Machines Corp
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International Business Machines Corp
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/30Semantic analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0499Feedforward networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2207/00Indexing scheme relating to methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F2207/38Indexing scheme relating to groups G06F7/38 - G06F7/575
    • G06F2207/48Indexing scheme relating to groups G06F7/48 - G06F7/575
    • G06F2207/4802Special implementations
    • G06F2207/4818Threshold devices
    • G06F2207/4824Neural networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/20Natural language analysis
    • G06F40/205Parsing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Machine Translation (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Character Discrimination (AREA)
GB2204770.8A 2019-09-18 2020-09-15 Hypernym detection using strict partial order networks Withdrawn GB2602762A (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/575,107 US11068665B2 (en) 2019-09-18 2019-09-18 Hypernym detection using strict partial order networks
PCT/IB2020/058575 WO2021053511A1 (en) 2019-09-18 2020-09-15 Hypernym detection using strict partial order networks

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GB202204770D0 GB202204770D0 (en) 2022-05-18
GB2602762A true GB2602762A (en) 2022-07-13

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US (2) US11068665B2 (https=)
JP (1) JP2022549077A (https=)
CN (1) CN114402330B (https=)
GB (1) GB2602762A (https=)
WO (1) WO2021053511A1 (https=)

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US11068665B2 (en) * 2019-09-18 2021-07-20 International Business Machines Corporation Hypernym detection using strict partial order networks
US11423307B2 (en) * 2020-06-03 2022-08-23 International Business Machines Corporation Taxonomy construction via graph-based cross-domain knowledge transfer
US11501070B2 (en) * 2020-07-01 2022-11-15 International Business Machines Corporation Taxonomy generation to insert out of vocabulary terms and hypernym-hyponym pair induction
CN116467405B (zh) * 2022-01-12 2024-11-05 腾讯科技(深圳)有限公司 文本处理方法、装置、设备及计算机可读存储介质
CN115146027B (zh) * 2022-05-31 2025-09-09 招联消费金融股份有限公司 文本向量化存储及检索方法、装置和计算机设备
CN115879468B (zh) * 2022-12-30 2023-11-14 北京百度网讯科技有限公司 基于自然语言理解的文本要素提取方法、装置和设备
US12488470B2 (en) * 2023-08-03 2025-12-02 Lemon Inc. Single-stage open-vocabulary panoptic segmentation

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CN105787105A (zh) * 2016-03-21 2016-07-20 浙江大学 一种基于迭代模型的中文百科知识图谱分类体系构建方法
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WO2014188555A1 (ja) * 2013-05-23 2014-11-27 株式会社日立製作所 テキスト処理装置、及び、テキスト処理方法
CN106569993A (zh) * 2015-10-10 2017-04-19 中国移动通信集团公司 一种挖掘领域术语间上下位关系的方法及装置
CN105787105A (zh) * 2016-03-21 2016-07-20 浙江大学 一种基于迭代模型的中文百科知识图谱分类体系构建方法
CN105808525A (zh) * 2016-03-29 2016-07-27 国家计算机网络与信息安全管理中心 一种基于相似概念对的领域概念上下位关系抽取方法

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Publication number Publication date
WO2021053511A1 (en) 2021-03-25
US20210303800A1 (en) 2021-09-30
CN114402330B (zh) 2025-02-11
US11068665B2 (en) 2021-07-20
US11694035B2 (en) 2023-07-04
JP2022549077A (ja) 2022-11-24
GB202204770D0 (en) 2022-05-18
CN114402330A (zh) 2022-04-26
US20210081500A1 (en) 2021-03-18

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