JP7561836B2 - 自然言語処理のためのストップワードデータ拡張 - Google Patents
自然言語処理のためのストップワードデータ拡張 Download PDFInfo
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- JP7561836B2 JP7561836B2 JP2022516740A JP2022516740A JP7561836B2 JP 7561836 B2 JP7561836 B2 JP 7561836B2 JP 2022516740 A JP2022516740 A JP 2022516740A JP 2022516740 A JP2022516740 A JP 2022516740A JP 7561836 B2 JP7561836 B2 JP 7561836B2
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/30—Semantic analysis
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- 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
- G06F16/33—Querying
- G06F16/3331—Query processing
- G06F16/3332—Query translation
- G06F16/3338—Query expansion
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- 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
- G06F16/33—Querying
- G06F16/332—Query formulation
- G06F16/3329—Natural language query formulation
-
- 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
- G06F16/33—Querying
- G06F16/3331—Query processing
- G06F16/3332—Query translation
- G06F16/3335—Syntactic pre-processing, e.g. stopword elimination, stemming
-
- 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
-
- 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
- G06F40/216—Parsing using statistical methods
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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
- G06F40/237—Lexical tools
- G06F40/247—Thesauruses; Synonyms
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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
- G06F40/253—Grammatical analysis; Style critique
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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
- G06F40/30—Semantic analysis
- G06F40/35—Discourse or dialogue representation
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/02—Feature extraction for speech recognition; Selection of recognition unit
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/06—Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice
- G10L15/063—Training
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L51/00—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
- H04L51/02—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Computational Linguistics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Artificial Intelligence (AREA)
- General Health & Medical Sciences (AREA)
- Human Computer Interaction (AREA)
- Data Mining & Analysis (AREA)
- Databases & Information Systems (AREA)
- Multimedia (AREA)
- Acoustics & Sound (AREA)
- Mathematical Physics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Probability & Statistics with Applications (AREA)
- Machine Translation (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201962901203P | 2019-09-16 | 2019-09-16 | |
| US62/901,203 | 2019-09-16 | ||
| PCT/US2020/050407 WO2021055247A1 (en) | 2019-09-16 | 2020-09-11 | Stop word data augmentation for natural language processing |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2022547631A JP2022547631A (ja) | 2022-11-14 |
| JP2022547631A5 JP2022547631A5 (https=) | 2023-08-25 |
| JP7561836B2 true JP7561836B2 (ja) | 2024-10-04 |
Family
ID=72659345
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2022516740A Active JP7561836B2 (ja) | 2019-09-16 | 2020-09-11 | 自然言語処理のためのストップワードデータ拡張 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US11651768B2 (https=) |
| EP (1) | EP4032004A1 (https=) |
| JP (1) | JP7561836B2 (https=) |
| CN (1) | CN114424185B (https=) |
| WO (1) | WO2021055247A1 (https=) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TWI915279B (zh) | 2025-07-04 | 2026-02-11 | 犀動智能科技股份有限公司 | 需求資訊處理方法及系統與電腦程式產品 |
Families Citing this family (61)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8977255B2 (en) | 2007-04-03 | 2015-03-10 | Apple Inc. | Method and system for operating a multi-function portable electronic device using voice-activation |
| US8676904B2 (en) | 2008-10-02 | 2014-03-18 | Apple Inc. | Electronic devices with voice command and contextual data processing capabilities |
| DE112014000709B4 (de) | 2013-02-07 | 2021-12-30 | Apple Inc. | Verfahren und vorrichtung zum betrieb eines sprachtriggers für einen digitalen assistenten |
| US9715875B2 (en) | 2014-05-30 | 2017-07-25 | Apple Inc. | Reducing the need for manual start/end-pointing and trigger phrases |
| US10170123B2 (en) | 2014-05-30 | 2019-01-01 | Apple Inc. | Intelligent assistant for home automation |
| US9338493B2 (en) | 2014-06-30 | 2016-05-10 | Apple Inc. | Intelligent automated assistant for TV user interactions |
| US9886953B2 (en) | 2015-03-08 | 2018-02-06 | Apple Inc. | Virtual assistant activation |
| US10460227B2 (en) | 2015-05-15 | 2019-10-29 | Apple Inc. | Virtual assistant in a communication session |
| US10671428B2 (en) | 2015-09-08 | 2020-06-02 | Apple Inc. | Distributed personal assistant |
| US10747498B2 (en) | 2015-09-08 | 2020-08-18 | Apple Inc. | Zero latency digital assistant |
| US10331312B2 (en) | 2015-09-08 | 2019-06-25 | Apple Inc. | Intelligent automated assistant in a media environment |
| US10691473B2 (en) | 2015-11-06 | 2020-06-23 | Apple Inc. | Intelligent automated assistant in a messaging environment |
| US10586535B2 (en) | 2016-06-10 | 2020-03-10 | Apple Inc. | Intelligent digital assistant in a multi-tasking environment |
| US12197817B2 (en) | 2016-06-11 | 2025-01-14 | Apple Inc. | Intelligent device arbitration and control |
| DK201670540A1 (en) | 2016-06-11 | 2018-01-08 | Apple Inc | Application integration with a digital assistant |
| US11204787B2 (en) | 2017-01-09 | 2021-12-21 | Apple Inc. | Application integration with a digital assistant |
| DK179496B1 (en) | 2017-05-12 | 2019-01-15 | Apple Inc. | USER-SPECIFIC Acoustic Models |
| DK201770428A1 (en) | 2017-05-12 | 2019-02-18 | Apple Inc. | LOW-LATENCY INTELLIGENT AUTOMATED ASSISTANT |
| US10303715B2 (en) | 2017-05-16 | 2019-05-28 | Apple Inc. | Intelligent automated assistant for media exploration |
| GB2569335B (en) * | 2017-12-13 | 2022-07-27 | Sage Global Services Ltd | Chatbot system |
| US10818288B2 (en) | 2018-03-26 | 2020-10-27 | Apple Inc. | Natural assistant interaction |
| US10928918B2 (en) | 2018-05-07 | 2021-02-23 | Apple Inc. | Raise to speak |
| DK180639B1 (en) | 2018-06-01 | 2021-11-04 | Apple Inc | DISABILITY OF ATTENTION-ATTENTIVE VIRTUAL ASSISTANT |
| DK201870355A1 (en) | 2018-06-01 | 2019-12-16 | Apple Inc. | VIRTUAL ASSISTANT OPERATION IN MULTI-DEVICE ENVIRONMENTS |
| US11462215B2 (en) | 2018-09-28 | 2022-10-04 | Apple Inc. | Multi-modal inputs for voice commands |
| US11348573B2 (en) | 2019-03-18 | 2022-05-31 | Apple Inc. | Multimodality in digital assistant systems |
| DK201970509A1 (en) | 2019-05-06 | 2021-01-15 | Apple Inc | Spoken notifications |
| US11307752B2 (en) | 2019-05-06 | 2022-04-19 | Apple Inc. | User configurable task triggers |
| US11227599B2 (en) | 2019-06-01 | 2022-01-18 | Apple Inc. | Methods and user interfaces for voice-based control of electronic devices |
| US11222630B1 (en) * | 2019-09-19 | 2022-01-11 | Amazon Technologies, Inc. | Detecting false accepts in a shopping domain for handling a spoken dialog |
| US11593608B2 (en) * | 2019-10-28 | 2023-02-28 | Paypal, Inc. | Systems and methods for predicting and providing automated online chat assistance |
| US11321532B2 (en) * | 2019-12-17 | 2022-05-03 | Microsoft Technology Licensing, Llc | Conversational manifests for enabling complex bot communications |
| US11741140B2 (en) | 2019-12-17 | 2023-08-29 | Microsoft Technology Licensing, Llc | Marketplace for conversational bot skills |
| WO2021134432A1 (en) * | 2019-12-31 | 2021-07-08 | Paypal, Inc. | Framework for managing natural language processing tools |
| US11909698B2 (en) * | 2020-01-17 | 2024-02-20 | Bitonic Technology Labs, Inc. | Method and system for identifying ideal virtual assistant bots for providing response to user queries |
| US11316806B1 (en) * | 2020-01-28 | 2022-04-26 | Snap Inc. | Bulk message deletion |
| CN111414731B (zh) * | 2020-02-28 | 2023-08-11 | 北京小米松果电子有限公司 | 文本标注方法和装置 |
| US12301635B2 (en) | 2020-05-11 | 2025-05-13 | Apple Inc. | Digital assistant hardware abstraction |
| US11061543B1 (en) | 2020-05-11 | 2021-07-13 | Apple Inc. | Providing relevant data items based on context |
| US11490204B2 (en) | 2020-07-20 | 2022-11-01 | Apple Inc. | Multi-device audio adjustment coordination |
| US11438683B2 (en) | 2020-07-21 | 2022-09-06 | Apple Inc. | User identification using headphones |
| US11715464B2 (en) * | 2020-09-14 | 2023-08-01 | Apple Inc. | Using augmentation to create natural language models |
| US11893354B2 (en) | 2021-03-25 | 2024-02-06 | Cognizant Technology Solutions India Pvt. Ltd. | System and method for improving chatbot training dataset |
| EP4315320A4 (en) * | 2021-03-30 | 2025-01-15 | Five9, Inc. | SYSTEMS AND METHODS FOR TRAINING NATURAL LANGUAGE PROCESSING MODELS IN A CONTACT CENTER |
| US12026471B2 (en) * | 2021-04-16 | 2024-07-02 | Accenture Global Solutions Limited | Automated generation of chatbot |
| US11663421B2 (en) * | 2021-04-27 | 2023-05-30 | Jpmorgan Chase Bank, N.A. | Systems and methods for intent-based natural language processing |
| US12321428B2 (en) * | 2021-07-08 | 2025-06-03 | Nippon Telegraph And Telephone Corporation | User authentication device, user authentication method, and user authentication computer program |
| US12468938B2 (en) * | 2021-09-21 | 2025-11-11 | International Business Machines Corporation | Training example generation to create new intents for chatbots |
| CN114881035B (zh) * | 2022-05-13 | 2023-07-25 | 平安科技(深圳)有限公司 | 训练数据的增广方法、装置、设备和存储介质 |
| US12579448B2 (en) * | 2022-06-22 | 2026-03-17 | Oracle International Corporation | Techniques for positive entity aware augmentation using two-stage augmentation |
| US12288031B2 (en) * | 2022-07-13 | 2025-04-29 | Adp, Inc. | Filtering user intent eligibility |
| US12499385B2 (en) * | 2022-08-22 | 2025-12-16 | Oracle International Corporation | Adaptive training data augmentation to facilitate training named entity recognition models |
| US20240169165A1 (en) * | 2022-11-17 | 2024-05-23 | Samsung Electronics Co., Ltd. | Automatically Generating Annotated Ground-Truth Corpus for Training NLU Model |
| KR20240076977A (ko) * | 2022-11-24 | 2024-05-31 | 고려대학교 산학협력단 | 개체 유형 및 관계 정보에 대한 프롬프트 및 빈칸 추론을 이용한 대화 관계 추출 방법 및 장치 |
| US20240185369A1 (en) * | 2022-12-05 | 2024-06-06 | Capital One Services, Llc | Biasing machine learning model outputs |
| US12573391B2 (en) * | 2023-03-22 | 2026-03-10 | Meta Platforms, Inc. | Generating contextual responses for out-of-coverage requests for assistant systems |
| TWI897311B (zh) * | 2023-03-22 | 2025-09-11 | 宏達國際電子股份有限公司 | 語言處理方法以及語言處理系統 |
| US12608562B2 (en) * | 2023-09-21 | 2026-04-21 | Google Llc | Providing personalized prompts to users based on documents in cloud storage |
| TWI882526B (zh) * | 2023-11-14 | 2025-05-01 | 開曼群島商沛嘻科技股份有限公司 | 智能對話導入方法與系統 |
| CN118427309B (zh) * | 2024-07-03 | 2024-08-27 | 云储新能源科技有限公司 | 一种基于自然语言交互的储能管理系统参数提取方法 |
| US12367342B1 (en) * | 2025-01-15 | 2025-07-22 | Conversational AI Ltd | Automated analysis of computerized conversational agent conversational data |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2016067418A1 (ja) | 2014-10-30 | 2016-05-06 | 三菱電機株式会社 | 対話制御装置および対話制御方法 |
| WO2016151698A1 (ja) | 2015-03-20 | 2016-09-29 | 株式会社 東芝 | 対話装置、方法及びプログラム |
| US20170116177A1 (en) | 2015-10-26 | 2017-04-27 | 24/7 Customer, Inc. | Method and apparatus for facilitating customer intent prediction |
| CN109241533A (zh) | 2018-09-06 | 2019-01-18 | 科大国创软件股份有限公司 | 一种基于自然语言处理的语意理解系统及方法 |
| US20190280992A1 (en) | 2018-03-08 | 2019-09-12 | Andre Arzumanyan | Intelligent Apparatus and Method for Responding to Text Messages |
Family Cites Families (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP5511161B2 (ja) * | 2008-07-25 | 2014-06-04 | シャープ株式会社 | 情報処理装置および情報処理方法 |
| WO2017112813A1 (en) * | 2015-12-22 | 2017-06-29 | Sri International | Multi-lingual virtual personal assistant |
| US11158311B1 (en) * | 2017-08-14 | 2021-10-26 | Guangsheng Zhang | System and methods for machine understanding of human intentions |
| CN107515857B (zh) | 2017-08-31 | 2020-08-18 | 科大讯飞股份有限公司 | 基于定制技能的语义理解方法及系统 |
| CN107862027B (zh) * | 2017-10-31 | 2019-03-12 | 北京小度信息科技有限公司 | 检索意图识别方法、装置、电子设备及可读存储介质 |
| US11093707B2 (en) * | 2019-01-15 | 2021-08-17 | International Business Machines Corporation | Adversarial training data augmentation data for text classifiers |
| WO2020163627A1 (en) * | 2019-02-07 | 2020-08-13 | Clinc, Inc. | Systems and methods for machine learning-based multi-intent segmentation and classification |
-
2020
- 2020-09-09 US US17/016,122 patent/US11651768B2/en active Active
- 2020-09-11 CN CN202080064541.4A patent/CN114424185B/zh active Active
- 2020-09-11 EP EP20780842.9A patent/EP4032004A1/en not_active Withdrawn
- 2020-09-11 JP JP2022516740A patent/JP7561836B2/ja active Active
- 2020-09-11 WO PCT/US2020/050407 patent/WO2021055247A1/en not_active Ceased
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2016067418A1 (ja) | 2014-10-30 | 2016-05-06 | 三菱電機株式会社 | 対話制御装置および対話制御方法 |
| WO2016151698A1 (ja) | 2015-03-20 | 2016-09-29 | 株式会社 東芝 | 対話装置、方法及びプログラム |
| US20170116177A1 (en) | 2015-10-26 | 2017-04-27 | 24/7 Customer, Inc. | Method and apparatus for facilitating customer intent prediction |
| US20190280992A1 (en) | 2018-03-08 | 2019-09-12 | Andre Arzumanyan | Intelligent Apparatus and Method for Responding to Text Messages |
| CN109241533A (zh) | 2018-09-06 | 2019-01-18 | 科大国创软件股份有限公司 | 一种基于自然语言处理的语意理解系统及方法 |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TWI915279B (zh) | 2025-07-04 | 2026-02-11 | 犀動智能科技股份有限公司 | 需求資訊處理方法及系統與電腦程式產品 |
Also Published As
| Publication number | Publication date |
|---|---|
| CN114424185A (zh) | 2022-04-29 |
| WO2021055247A1 (en) | 2021-03-25 |
| JP2022547631A (ja) | 2022-11-14 |
| CN114424185B (zh) | 2026-01-02 |
| US20210082400A1 (en) | 2021-03-18 |
| EP4032004A1 (en) | 2022-07-27 |
| US11651768B2 (en) | 2023-05-16 |
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