CN109964223A - 会话信息处理方法及其装置、存储介质 - Google Patents
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/20—Natural language analysis
- G06F40/274—Converting codes to words; Guess-ahead of partial word inputs
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- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/04—Segmentation; Word boundary detection
- G10L15/05—Word boundary detection
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- G10L15/00—Speech recognition
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- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L15/18—Speech classification or search using natural language modelling
- G10L15/183—Speech classification or search using natural language modelling using context dependencies, e.g. language models
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- G10L19/00—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis
- G10L19/04—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using predictive techniques
- G10L19/08—Determination or coding of the excitation function; Determination or coding of the long-term prediction parameters
- G10L19/12—Determination or coding of the excitation function; Determination or coding of the long-term prediction parameters the excitation function being a code excitation, e.g. in code excited linear prediction [CELP] vocoders
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Abstract
本申请公开了一种会话信息处理方法及装置、存储介质,该方法包括:从一个会话中提取待分析语句和预设数量的所述待分析语句的上文语句;对所述待分析语句和所述预设数量的所述上文语句进行分词处理,得到包括多个第一特征的第一特征集合;从所述待分析语句对应的第一词集合和所述预设数量的所述上文语句对应的第二词集合中提取包括一个或多个第二特征的第二特征集合;其中,一个第二特征包括第一词和第二词组成的词组或语句,所述第一词为所述第一词集合中的一个或者多个词,所述第二词为所述第二词集合中的一个或多个词;根据所述第一特征集合和所述第二特征集合,确定所述待分析语句所属的语句类别。
Description
PCT国内申请,说明书已公开。
Claims (16)
- PCT国内申请,权利要求书已公开。
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110427625A (zh) * | 2019-07-31 | 2019-11-08 | 腾讯科技(深圳)有限公司 | 语句补全方法、装置、介质及对话处理系统 |
CN110808031A (zh) * | 2019-11-22 | 2020-02-18 | 大众问问(北京)信息科技有限公司 | 一种语音识别方法、装置和计算机设备 |
CN111507088A (zh) * | 2020-04-15 | 2020-08-07 | 深圳前海微众银行股份有限公司 | 语句补全方法、设备及可读存储介质 |
CN111737990A (zh) * | 2020-06-24 | 2020-10-02 | 深圳前海微众银行股份有限公司 | 一种词槽填充方法、装置、设备及存储介质 |
Families Citing this family (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR102608469B1 (ko) * | 2017-12-22 | 2023-12-01 | 삼성전자주식회사 | 자연어 생성 방법 및 장치 |
CN110489761B (zh) * | 2018-05-15 | 2021-02-02 | 科大讯飞股份有限公司 | 一种篇章级文本翻译方法及装置 |
US11600194B2 (en) * | 2018-05-18 | 2023-03-07 | Salesforce.Com, Inc. | Multitask learning as question answering |
US11768874B2 (en) * | 2018-12-19 | 2023-09-26 | Microsoft Technology Licensing, Llc | Compact entity identifier embeddings |
CN110879938A (zh) * | 2019-11-14 | 2020-03-13 | 中国联合网络通信集团有限公司 | 文本情感分类方法、装置、设备和存储介质 |
CN111400475A (zh) * | 2020-03-24 | 2020-07-10 | 联想(北京)有限公司 | 信息处理方法、装置和电子设备 |
CN111583919B (zh) * | 2020-04-15 | 2023-10-13 | 北京小米松果电子有限公司 | 信息处理方法、装置及存储介质 |
CN111538823A (zh) * | 2020-04-26 | 2020-08-14 | 支付宝(杭州)信息技术有限公司 | 信息处理方法、模型训练方法、装置、设备及介质 |
CN111639163A (zh) * | 2020-04-29 | 2020-09-08 | 深圳壹账通智能科技有限公司 | 问题生成模型的训练方法、问题生成方法及其相关设备 |
CN113806469A (zh) * | 2020-06-12 | 2021-12-17 | 华为技术有限公司 | 语句意图识别方法及终端设备 |
CN113095087B (zh) * | 2021-04-30 | 2022-11-25 | 哈尔滨理工大学 | 一种基于图卷积神经网络的中文词义消歧方法 |
CN113691686A (zh) * | 2021-09-17 | 2021-11-23 | 杭州一知智能科技有限公司 | 一种基于微信的智能语音外呼系统及方法 |
US11941345B2 (en) | 2021-10-26 | 2024-03-26 | Grammarly, Inc. | Voice instructed machine authoring of electronic documents |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8892488B2 (en) * | 2011-06-01 | 2014-11-18 | Nec Laboratories America, Inc. | Document classification with weighted supervised n-gram embedding |
CN104598445A (zh) * | 2013-11-01 | 2015-05-06 | 腾讯科技(深圳)有限公司 | 自动问答系统和方法 |
CN106547735A (zh) * | 2016-10-25 | 2017-03-29 | 复旦大学 | 基于深度学习的上下文感知的动态词或字向量的构建及使用方法 |
CN106997342A (zh) * | 2017-03-27 | 2017-08-01 | 上海奔影网络科技有限公司 | 基于多轮交互的意图识别方法和装置 |
CN107133345A (zh) * | 2017-05-22 | 2017-09-05 | 北京百度网讯科技有限公司 | 基于人工智能的交互方法和装置 |
Family Cites Families (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050043940A1 (en) * | 2003-08-20 | 2005-02-24 | Marvin Elder | Preparing a data source for a natural language query |
US8713418B2 (en) * | 2004-04-12 | 2014-04-29 | Google Inc. | Adding value to a rendered document |
US20180096203A1 (en) * | 2004-04-12 | 2018-04-05 | Google Inc. | Adding value to a rendered document |
CN105701088B (zh) * | 2016-02-26 | 2018-12-28 | 北京京东尚科信息技术有限公司 | 从机器对话切换到人工对话的方法和装置 |
DK179745B1 (en) * | 2017-05-12 | 2019-05-01 | Apple Inc. | SYNCHRONIZATION AND TASK DELEGATION OF A DIGITAL ASSISTANT |
US10404636B2 (en) * | 2017-06-15 | 2019-09-03 | Google Llc | Embedded programs and interfaces for chat conversations |
US10348658B2 (en) * | 2017-06-15 | 2019-07-09 | Google Llc | Suggested items for use with embedded applications in chat conversations |
US11382543B2 (en) * | 2018-06-11 | 2022-07-12 | Edwards Lifesciences Corporation | Tubing system for use in a blood sampling-blood pressure monitoring system |
US10388272B1 (en) * | 2018-12-04 | 2019-08-20 | Sorenson Ip Holdings, Llc | Training speech recognition systems using word sequences |
-
2017
- 2017-10-23 CN CN201780054093.8A patent/CN109964223B/zh active Active
- 2017-10-23 WO PCT/CN2017/107269 patent/WO2019079922A1/zh active Application Filing
-
2019
- 2019-10-31 US US16/670,822 patent/US10971141B2/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8892488B2 (en) * | 2011-06-01 | 2014-11-18 | Nec Laboratories America, Inc. | Document classification with weighted supervised n-gram embedding |
CN104598445A (zh) * | 2013-11-01 | 2015-05-06 | 腾讯科技(深圳)有限公司 | 自动问答系统和方法 |
CN106547735A (zh) * | 2016-10-25 | 2017-03-29 | 复旦大学 | 基于深度学习的上下文感知的动态词或字向量的构建及使用方法 |
CN106997342A (zh) * | 2017-03-27 | 2017-08-01 | 上海奔影网络科技有限公司 | 基于多轮交互的意图识别方法和装置 |
CN107133345A (zh) * | 2017-05-22 | 2017-09-05 | 北京百度网讯科技有限公司 | 基于人工智能的交互方法和装置 |
Non-Patent Citations (1)
Title |
---|
STARZHOU: "克服过拟合和提高泛化能力的20条技巧和诀窍", 《CSDN博客-HTTPS://BLOG.CSDN.NET/STARZHOU/ARTICLE/DETAILS/52754436》 * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110427625A (zh) * | 2019-07-31 | 2019-11-08 | 腾讯科技(深圳)有限公司 | 语句补全方法、装置、介质及对话处理系统 |
CN110808031A (zh) * | 2019-11-22 | 2020-02-18 | 大众问问(北京)信息科技有限公司 | 一种语音识别方法、装置和计算机设备 |
CN111507088A (zh) * | 2020-04-15 | 2020-08-07 | 深圳前海微众银行股份有限公司 | 语句补全方法、设备及可读存储介质 |
CN111737990A (zh) * | 2020-06-24 | 2020-10-02 | 深圳前海微众银行股份有限公司 | 一种词槽填充方法、装置、设备及存储介质 |
CN111737990B (zh) * | 2020-06-24 | 2023-05-23 | 深圳前海微众银行股份有限公司 | 一种词槽填充方法、装置、设备及存储介质 |
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US20200066262A1 (en) | 2020-02-27 |
CN109964223B (zh) | 2020-11-13 |
US10971141B2 (en) | 2021-04-06 |
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