JP7507788B2 - ランダム化された意図ベクトル近接性からの意図認識モデルの作成 - Google Patents

ランダム化された意図ベクトル近接性からの意図認識モデルの作成 Download PDF

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JP7507788B2
JP7507788B2 JP2021561872A JP2021561872A JP7507788B2 JP 7507788 B2 JP7507788 B2 JP 7507788B2 JP 2021561872 A JP2021561872 A JP 2021561872A JP 2021561872 A JP2021561872 A JP 2021561872A JP 7507788 B2 JP7507788 B2 JP 7507788B2
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ユァン、ツォン、ファン
ヤン イン、クン
リン ヤン、ユァン
リュウ、トン
リー、フー
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/30Semantic analysis
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/08Speech classification or search
    • G10L15/18Speech classification or search using natural language modelling
    • G10L15/1815Semantic context, e.g. disambiguation of the recognition hypotheses based on word meaning
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/08Speech classification or search
    • G10L15/10Speech classification or search using distance or distortion measures between unknown speech and reference templates
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/22Procedures used during a speech recognition process, e.g. man-machine dialogue
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/08Speech classification or search
    • G10L15/18Speech classification or search using natural language modelling
    • G10L15/1822Parsing for meaning understanding
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/22Procedures used during a speech recognition process, e.g. man-machine dialogue
    • G10L2015/223Execution procedure of a spoken command

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  • Physics & Mathematics (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
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  • Acoustics & Sound (AREA)
  • Theoretical Computer Science (AREA)
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JP2021561872A 2019-04-22 2020-04-02 ランダム化された意図ベクトル近接性からの意図認識モデルの作成 Active JP7507788B2 (ja)

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US16/390,845 2019-04-22
US16/390,845 US11069346B2 (en) 2019-04-22 2019-04-22 Intent recognition model creation from randomized intent vector proximities
PCT/IB2020/053124 WO2020217121A1 (en) 2019-04-22 2020-04-02 Intent recognition model creation from randomized intent vector proximities

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JP2022529664A5 JP2022529664A5 (https=) 2022-08-29
JPWO2020217121A5 JPWO2020217121A5 (https=) 2022-08-29
JP7507788B2 true JP7507788B2 (ja) 2024-06-28

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JP (1) JP7507788B2 (https=)
CN (1) CN113597602B (https=)
DE (1) DE112020002042T5 (https=)
GB (1) GB2597166A (https=)
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Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11069346B2 (en) * 2019-04-22 2021-07-20 International Business Machines Corporation Intent recognition model creation from randomized intent vector proximities
KR102339085B1 (ko) * 2019-07-22 2021-12-14 엘지전자 주식회사 사용자의 어플리케이션 사용 기록을 고려하여 사용자의 음성을 인식하는 인공 지능 장치 및 그 방법
US11481599B2 (en) * 2019-09-04 2022-10-25 Tencent America LLC Understanding a query intention for medical artificial intelligence systems using semi-supervised deep learning
US11113588B2 (en) * 2019-10-02 2021-09-07 United States Of America As Represented By The Secretry Of The Navy Randomization-based hierarchical and associatively assisted vector learning for machine vision
KR102834613B1 (ko) 2019-12-09 2025-07-16 엘지전자 주식회사 인공 지능 모델에 대한 학습 데이터를 생성하는 인공 지능 장치 및 그 방법
US11538467B1 (en) * 2020-06-12 2022-12-27 Amazon Technologies, Inc. Calibrated noise for text modification
US12277390B2 (en) * 2021-02-02 2025-04-15 Samsung Electronics Co., Ltd. Electronic device for processing user's inquiry, and operation method of the electronic device
US11715469B2 (en) * 2021-02-26 2023-08-01 Walmart Apollo, Llc Methods and apparatus for improving search retrieval using inter-utterance context
CN114282535B (zh) * 2021-04-05 2024-12-17 北京智慧星光信息技术有限公司 基于上下文语义精准地域识别方法、系统及电子设备
CN112989800A (zh) * 2021-04-30 2021-06-18 平安科技(深圳)有限公司 基于Bert的篇章的多意图识别方法、设备及可读存储介质
US12314675B2 (en) * 2021-05-10 2025-05-27 Walden University, Llc System and method for a cognitive conversation service
CN115482811A (zh) * 2021-05-31 2022-12-16 华为技术有限公司 一种语音交互应答方法和电子设备
CN115706740A (zh) * 2021-08-13 2023-02-17 中国移动通信有限公司研究院 一种请求处理方法、装置、设备及可读存储介质
CN114238579B (zh) * 2021-12-20 2023-02-10 北京聆心智能科技有限公司 文本分析方法、装置、介质和计算设备
CN118484551B (zh) * 2024-07-09 2024-10-11 北京龙软科技股份有限公司 基于多维时空信息矢量图形的互生成式人工智能系统

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150317302A1 (en) 2014-04-30 2015-11-05 Microsoft Corporation Transferring information across language understanding model domains
JP2018081298A (ja) 2016-11-16 2018-05-24 三星電子株式会社Samsung Electronics Co.,Ltd. 自然語処理方法及び装置と自然語処理モデルを学習する方法及び装置

Family Cites Families (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1940915B (zh) * 2005-09-29 2010-05-05 国际商业机器公司 训练语料扩充系统和方法
US9135237B2 (en) * 2011-07-13 2015-09-15 Nuance Communications, Inc. System and a method for generating semantically similar sentences for building a robust SLM
US9275342B2 (en) * 2012-04-09 2016-03-01 24/7 Customer, Inc. Method and apparatus for intent modeling and prediction
CN103942198B (zh) 2013-01-18 2017-07-28 佳能株式会社 用于挖掘意图的方法和设备
CN104346406B (zh) 2013-08-08 2018-05-22 北大方正集团有限公司 训练语料扩充装置和训练语料扩充方法
US20180204184A1 (en) * 2014-03-26 2018-07-19 Unanimous A. I., Inc. Parallelized sub-factor aggregation in real-time swarm-based collective intelligence systems
JP6514503B2 (ja) * 2014-12-25 2019-05-15 クラリオン株式会社 意図推定装置、および意図推定システム
US10388274B1 (en) * 2016-03-31 2019-08-20 Amazon Technologies, Inc. Confidence checking for speech processing and query answering
US10453117B1 (en) * 2016-06-29 2019-10-22 Amazon Technologies, Inc. Determining domains for natural language understanding
CN107765883A (zh) * 2016-08-22 2018-03-06 富士通株式会社 输入法的候选词语的排序方法和排序设备
US10467509B2 (en) * 2017-02-14 2019-11-05 Microsoft Technology Licensing, Llc Computationally-efficient human-identifying smart assistant computer
US20180293221A1 (en) * 2017-02-14 2018-10-11 Microsoft Technology Licensing, Llc Speech parsing with intelligent assistant
CN107146610B (zh) * 2017-04-10 2021-06-15 易视星空科技无锡有限公司 一种用户意图的确定方法及装置
DK179549B1 (en) * 2017-05-16 2019-02-12 Apple Inc. FAR-FIELD EXTENSION FOR DIGITAL ASSISTANT SERVICES
CN107526725B (zh) 2017-09-04 2021-08-24 北京百度网讯科技有限公司 基于人工智能的用于生成文本的方法和装置
CN108090520A (zh) 2018-01-08 2018-05-29 北京中关村科金技术有限公司 意图识别模型的训练方法、系统、装置及可读存储介质
US10733375B2 (en) * 2018-01-31 2020-08-04 Apple Inc. Knowledge-based framework for improving natural language understanding
CN108460104B (zh) * 2018-02-06 2021-06-18 北京奇虎科技有限公司 一种实现内容定制的方法和装置
CN108363690A (zh) * 2018-02-08 2018-08-03 北京十三科技有限公司 基于神经网络的对话语义意图预测方法及学习训练方法
CN108829722B (zh) 2018-05-08 2020-10-02 国家计算机网络与信息安全管理中心 一种远程监督的Dual-Attention关系分类方法及系统
DK179822B1 (da) * 2018-06-01 2019-07-12 Apple Inc. Voice interaction at a primary device to access call functionality of a companion device
US10839159B2 (en) * 2018-09-28 2020-11-17 Apple Inc. Named entity normalization in a spoken dialog system
CN109582970B (zh) * 2018-12-12 2023-05-30 科大讯飞华南人工智能研究院(广州)有限公司 一种语义度量方法、装置、设备及可读存储介质
US11069346B2 (en) 2019-04-22 2021-07-20 International Business Machines Corporation Intent recognition model creation from randomized intent vector proximities

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150317302A1 (en) 2014-04-30 2015-11-05 Microsoft Corporation Transferring information across language understanding model domains
JP2018081298A (ja) 2016-11-16 2018-05-24 三星電子株式会社Samsung Electronics Co.,Ltd. 自然語処理方法及び装置と自然語処理モデルを学習する方法及び装置

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GB202115690D0 (en) 2021-12-15
GB2597166A (en) 2022-01-19
US11069346B2 (en) 2021-07-20
US20200335095A1 (en) 2020-10-22
US11521602B2 (en) 2022-12-06
CN113597602B (zh) 2025-05-23
DE112020002042T5 (de) 2022-01-27
US20210264906A1 (en) 2021-08-26
WO2020217121A1 (en) 2020-10-29
CN113597602A (zh) 2021-11-02
JP2022529664A (ja) 2022-06-23

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