CN114996402A - Intelligent customer service information processing method and device - Google Patents

Intelligent customer service information processing method and device Download PDF

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CN114996402A
CN114996402A CN202210615175.8A CN202210615175A CN114996402A CN 114996402 A CN114996402 A CN 114996402A CN 202210615175 A CN202210615175 A CN 202210615175A CN 114996402 A CN114996402 A CN 114996402A
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靳亚
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Bank of China Ltd
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Abstract

The invention provides an intelligent customer service information processing method and device, relates to the technical field of intelligent customer service, and can be used in the financial field or other technical fields. The method comprises the following steps: responding to a starting trigger action of the intelligent customer service, and acquiring behavior data of a starting trigger action executor before the starting trigger action; determining key information corresponding to the behavior data, and determining the type of inquiry information provided for the starting triggering action executor according to the key information; initiating a voice query to the starting trigger action executing party according to the query information type, responding to a response result of the starting trigger action executing party aiming at the voice query, and analyzing the response result to obtain service consultation information; and calling a service knowledge graph to retrieve according to the service consultation information and the key information to obtain service consultation reply information. The device performs the above method. The method and the device provided by the embodiment of the invention can improve the intelligence of intelligent customer service.

Description

一种智能客服信息处理方法及装置A kind of intelligent customer service information processing method and device

技术领域technical field

本发明涉及智能客服技术领域,具体涉及一种智能客服信息处理方法及装置。The invention relates to the technical field of intelligent customer service, in particular to a method and device for processing intelligent customer service information.

背景技术Background technique

互联网金融,如支付宝、微信等具有支付功能app的兴起和蓬勃发展,对传统的银行等金融服务行业产生了巨大的冲击。其中智能客服就是结合人工智能等新兴技术推出的创新产品,但是就目前银行提供的智能客服表现,客户的接受度低,很难给出客户想要的答复,最终还得求助于人工客服。通过分析,目前产生智能客服不够智能的主要原因有:对用户的行为分析不够准确;无法针对客户咨询给出准确的答复。The rise and vigorous development of Internet finance, such as Alipay, WeChat and other apps with payment functions, have had a huge impact on traditional banking and other financial service industries. Among them, intelligent customer service is an innovative product launched by combining artificial intelligence and other emerging technologies. However, the current performance of intelligent customer service provided by banks is low in customer acceptance, and it is difficult to give the answer customers want. In the end, it is necessary to resort to manual customer service. Through analysis, the main reasons why intelligent customer service is not intelligent enough at present are: the analysis of users' behavior is not accurate enough; the inability to give accurate answers to customer inquiries.

发明内容SUMMARY OF THE INVENTION

针对现有技术中的问题,本发明实施例提供一种智能客服信息处理方法及装置,能够至少部分地解决现有技术中存在的问题。In view of the problems in the prior art, the embodiments of the present invention provide a method and device for processing intelligent customer service information, which can at least partially solve the problems in the prior art.

一方面,本发明提出一种智能客服信息处理方法,包括:In one aspect, the present invention provides a method for processing intelligent customer service information, including:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

其中,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:Wherein, the acquiring behavior data of the executor of the triggering action before initiating the triggering action includes:

获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;Acquiring the behavior data of the executor of the start-triggered action in the adjacent preset period before the moment of initiating the triggering action;

或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time.

其中,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型还包括:Wherein, if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, the determining of the type of inquiry information provided to the execution party of the activation trigger action according to the key information further includes:

针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information.

其中,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:Wherein, the embedded code is pre-mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function; correspondingly, the acquiring behavior data of the executor of the activation trigger action before activation of the trigger action includes:

调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action.

一方面,本发明提出一种智能客服信息处理装置,包括:In one aspect, the present invention provides an intelligent customer service information processing device, comprising:

获取单元,用于响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;The acquiring unit is used to respond to the start trigger action of the intelligent customer service, and obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定单元,用于确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;a determining unit, configured to determine key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information contained in the business knowledge graph information;

解析单元,用于根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;A parsing unit, configured to initiate a voice query to the start-trigger action executor according to the query information type, respond to a response result made by the start-trigger action executor to the voice query, and parse the response result to obtain service consultation information ;

播报单元,用于根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。The broadcasting unit is configured to call the business knowledge graph for retrieval according to the business consultation information and the key information, obtain business consultation reply information, and broadcast the business consultation reply information.

其中,所述获取单元具体用于:Wherein, the obtaining unit is specifically used for:

获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;Acquiring the behavior data of the executor of the start-triggered action in the adjacent preset period before the moment of initiating the triggering action;

或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time.

其中,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述确定单元还包括:Wherein, if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, the determining unit further includes:

针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information.

其中,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取单元具体用于:Among them, the embedded code is pre-mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function; correspondingly, the acquisition unit is specifically used for:

调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action.

再一方面,本发明实施例提供一种计算机设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现如下方法:In another aspect, an embodiment of the present invention provides a computer device, including a memory, a processor, and a computer program stored on the memory and running on the processor, where the processor implements the following method when executing the computer program:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本发明实施例提供一种计算机可读存储介质,包括:An embodiment of the present invention provides a computer-readable storage medium, including:

所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如下方法:The computer-readable storage medium stores a computer program, and when the computer program is executed by the processor, the following methods are implemented:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本发明实施例还提供一种计算机程序产品,所述计算机程序产品包括计算机程序,所述计算机程序被处理器执行时实现如下方法:An embodiment of the present invention further provides a computer program product, where the computer program product includes a computer program, and when the computer program is executed by a processor, the following method is implemented:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本发明实施例提供的智能客服信息处理方法及装置,响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息,能够提高对业务知识查询的准确性,同时提高智能客服的智能性。The intelligent customer service information processing method and device provided by the embodiments of the present invention, in response to the start trigger action of the smart customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started; determine the key information corresponding to the behavior data, according to The key information determines the type of query information provided to the start-trigger action executor; the key information is business information included in the business knowledge graph; according to the query information type, a voice is sent to the start-trigger action executor query, in response to the response result made by the start trigger action executor to the voice query, parse the response result to obtain business consultation information; according to the business consultation information and the key information, call the business knowledge graph for retrieval, and obtain The business consultation reply information and the broadcast of the business consultation reply information can improve the accuracy of the business knowledge inquiry and improve the intelligence of the intelligent customer service.

附图说明Description of drawings

为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。在附图中:In order to explain the embodiments of the present invention or the technical solutions in the prior art more clearly, the following briefly introduces the accompanying drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only These are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can also be obtained according to these drawings without creative efforts. In the attached image:

图1是本发明一实施例提供的智能客服信息处理方法的流程示意图。FIG. 1 is a schematic flowchart of a method for processing intelligent customer service information according to an embodiment of the present invention.

图2是本发明另一实施例提供的智能客服信息处理方法的流程示意图。FIG. 2 is a schematic flowchart of a method for processing intelligent customer service information provided by another embodiment of the present invention.

图3是本发明另一实施例提供的智能客服信息处理方法的流程示意图。FIG. 3 is a schematic flowchart of a method for processing intelligent customer service information provided by another embodiment of the present invention.

图4是本发明一实施例提供的智能客服信息处理装置的结构示意图。FIG. 4 is a schematic structural diagram of a smart customer service information processing apparatus according to an embodiment of the present invention.

图5为本发明实施例提供的计算机设备实体结构示意图。FIG. 5 is a schematic diagram of a physical structure of a computer device according to an embodiment of the present invention.

具体实施方式Detailed ways

为使本发明实施例的目的、技术方案和优点更加清楚明白,下面结合附图对本发明实施例做进一步详细说明。在此,本发明的示意性实施例及其说明用于解释本发明,但并不作为对本发明的限定。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互任意组合。In order to make the purposes, technical solutions and advantages of the embodiments of the present invention more clearly understood, the embodiments of the present invention will be further described in detail below with reference to the accompanying drawings. Here, the exemplary embodiments of the present invention and their descriptions are used to explain the present invention, but not to limit the present invention. It should be noted that, the embodiments in the present application and the features in the embodiments may be arbitrarily combined with each other if there is no conflict.

图1是本发明一实施例提供的智能客服信息处理方法的流程示意图,如图1所示,本发明实施例提供的智能客服信息处理方法,包括:FIG. 1 is a schematic flowchart of a method for processing intelligent customer service information provided by an embodiment of the present invention. As shown in FIG. 1 , the method for processing intelligent customer service information provided by an embodiment of the present invention includes:

步骤S1:响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据。Step S1: In response to the start-trigger action of the intelligent customer service, the behavior data of the executor of the start-trigger action before the start-trigger action is acquired.

步骤S2:确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息。Step S2: Determine the key information corresponding to the behavior data, and determine the type of query information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph.

步骤S3:根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息。Step S3: Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result of the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information.

步骤S4:根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。Step S4: According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval to obtain business consultation reply information, and the business consultation reply information is broadcast.

在上述步骤S1中,装置响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据。装置可以是执行该方法的计算机设备等,例如为服务器。本申请技术方案中对数据的获取、存储、使用、处理等均符合国家法律法规的相关规定。启动触发动作执行方可以是客户,启动触发动作可以是客户触发的点击智能客服启动的点击动作。In the above step S1, the device responds to the activation trigger action of the intelligent customer service, and obtains the behavior data of the executor of the activation trigger action before the activation of the trigger action. The apparatus may be a computer device or the like that executes the method, such as a server. The acquisition, storage, use, and processing of data in the technical solution of this application are in compliance with the relevant provisions of national laws and regulations. The executor of the start trigger action may be a customer, and the start trigger action may be a click action initiated by the customer-triggered click smart customer service.

在启动触发动作之前的行为数据可以包括对网页的点击操作、输入内容项等。The behavior data before the trigger action is initiated may include click operations on web pages, input content items, and the like.

所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:The acquiring behavior data of the executor of the start trigger action before the start of the trigger action includes:

获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;预设时段可以根据实际情况自主设置,可选为5分钟。例如启动触发动作时刻为10点整,则相邻的预设时段内的行为数据为9点55分到10点整之间的行为数据。Obtain the behavior data of the executor of the start-trigger action in the adjacent preset time period before the moment when the trigger action is started; the preset time period can be set independently according to the actual situation, and can be selected as 5 minutes. For example, when the trigger action time is 10:00, the behavior data in the adjacent preset time period is the behavior data between 9:55 and 10:00.

或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。预设行为次数可以根据实际情况自主设置,可选为5次。例如启动触发动作时刻为10点整,则相邻的预设行为次数内的行为数据为从10点整算起,之前的5次行为的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time. The preset number of actions can be set independently according to the actual situation, and it can be selected as 5 times. For example, when the trigger action time is 10 o'clock, the behavior data in the adjacent preset behavior times is the behavior data of the previous 5 behaviors from 10 o'clock.

预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:The embedded code is pre-mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function; correspondingly, the acquisition of the behavior data of the executor of the activation trigger action before the activation of the trigger action includes:

调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action.

即:1、将各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码。That is: 1. Mount the main page of each module, the switching event of each function of the page, and the click event of the page function to the embedded code.

2、用埋点代码来表征客户点击行为,并通过插件传输给数据采集服务器,以此来获取客户在点击智能客服前的行为数据。2. Use the embedded code to represent the customer's click behavior, and transmit it to the data collection server through the plug-in, so as to obtain the customer's behavior data before clicking on the intelligent customer service.

在上述步骤S2中,装置确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息。例如用户的行为数据为点击了基金收益排行榜的网页,则关键信息为基金业务信息,询问信息类型可以包括基金产品推荐、基金购买常见问题及其解答。In the above step S2, the device determines the key information corresponding to the behavior data, and determines the type of inquiry information provided to the initiator of the trigger action according to the key information; the key information is included in the business knowledge graph business information. For example, if the user's behavior data is clicking on the webpage of the fund income ranking list, the key information is fund business information, and the type of inquiry information may include fund product recommendation, fund purchase FAQs and their answers.

业务知识图谱可以通过如下方式获取:The business knowledge graph can be obtained in the following ways:

3、获取银行各业务模块的信息文本,对于业务信息进行知识抽取,得到多个实体,各实体的属性、以及各实体之间的关系,基于多个实体、各实体的属性、以及各实体之间的关系,得到各业务模块银行业务知识图谱。3. Obtain the information text of each business module of the bank, perform knowledge extraction on business information, and obtain multiple entities, the attributes of each entity, and the relationship between the entities, based on multiple entities, the attributes of each entity, and the relationship between each entity The relationship between each business module and the banking business knowledge map is obtained.

若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型还包括:If it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, determining the type of inquiry information provided to the execution party of the activation trigger action according to the key information further includes:

针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information.

例如客户在打卡网页过程中出现网页显示错误,则记录改网页显示错误,询问信息类型还包括网页显示异常。For example, when a customer has a webpage display error during the check-in process, the webpage display error will be recorded, and the type of information inquired includes abnormal webpage display.

在上述步骤S3中,装置根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息。参照上述举例,可以向客户发起“您想要了解基金产品吗?”,以及“您是否遇到了网页显示异常的问题?”In the above step S3, the device initiates a voice query to the start-trigger action executor according to the query information type, responds to the response result made by the start-trigger action executor to the voice query, and parses the response result to obtain the service Consulting Information. Referring to the above example, you can ask the customer "Do you want to know about fund products?" and "Have you encountered the problem of abnormal display of the webpage?"

参照上述举例,客户如果针对“您想要了解基金产品吗?”作出的响应结果为不是,但针对“您是否遇到了网页显示异常的问题?”作出的响应结果为是,则可以解析得到针对网页显示异常问题的业务咨询信息。Referring to the above example, if the customer responds to "Do you want to know about fund products?" with a result of no, but responds to "Have you encountered a problem that the webpage is displayed abnormally?" The result of the response is yes, it can be parsed to obtain The web page displays business consulting information for unusual problems.

在上述步骤S4中,装置根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。根据基金业务信息和网页显示异常问题的业务咨询信息,调用业务知识图谱进行检索,得到业务咨询回复信息,具体可以包括解决基金网页访问异常的操作步骤,并播报该操作步骤。In the above step S4, the device invokes the business knowledge graph for retrieval according to the business consultation information and the key information, obtains business consultation reply information, and broadcasts the business consultation reply information. According to the fund business information and the business consultation information of abnormal problems displayed on the webpage, the business knowledge graph is called for retrieval, and the business consultation reply information is obtained, which may specifically include the operation steps to solve the abnormal access of the fund webpage, and broadcast the operation steps.

参照上述说明:Refer to the instructions above:

4、行为数据用于客户在刚进入智能客服时,进行预测客户想要咨询的业务领域,并询问客户。在后续的智能问答环节,对客户所询问的问题进行关键词提取,并在相似度最近的业务领域的知识图谱中进行检索,得到候选答案集,基于候选答案集确定客户所咨询问题的答案。4. Behavioral data is used to predict the business areas that the customer wants to consult when the customer first enters the intelligent customer service, and ask the customer. In the follow-up intelligent question-and-answer session, keywords are extracted from the questions asked by customers, and are retrieved in the knowledge graph of the business field with the closest similarity to obtain a candidate answer set, based on which the answer to the customer's inquiring question is determined.

方法步骤说明如图2所示。The description of the method steps is shown in Figure 2.

如图3所示,可以基于模块化实现本发明实施例的方法,具体包括:As shown in FIG. 3 , the method of the embodiment of the present invention can be implemented based on modularization, which specifically includes:

用户行为数据采集模块1:User behavior data collection module 1:

对银行所有面客的页面,都铺上埋点代码(一段js代码),对客户的点击、跳转行为都会被采集,被发送给数据采集服务器。根据各模块的数据铺底,即可收集到每一步行为都是哪个业务模块领域的行为。如果出现后台在处理过程中有抛出错误的情况,也会一并采集到,上传给数据采集服务器。All customer-facing pages of the bank are covered with embedded code (a piece of js code), and the click and jump behavior of customers will be collected and sent to the data collection server. According to the data of each module, you can collect the behavior of which business module field each behavior is. If there is an error thrown in the background during processing, it will also be collected and uploaded to the data collection server.

银行业务模块知识采集处理模块2:Banking business module knowledge collection and processing module 2:

通常获取到的各业务模块知识都是文本的形式存储,需要对各业务模块的知识文本进行抽取,得到多个实体、各实体的属性、以及各实体之间的关系。Generally, the acquired knowledge of each business module is stored in the form of text. It is necessary to extract the knowledge text of each business module to obtain multiple entities, the attributes of each entity, and the relationship between each entity.

银行业务模块知识建模模块3:Banking Business Module Knowledge Modeling Module 3:

基于提取的实体、实体的属性、及各实体之间的关系,得到包括银行业务领域信息的知识图谱。并将知识图谱存储于Neo4j图数据库中;用Neo4j图数据库中的节点表示所述业务知识的实体,用Neo4j图数据库中的边表示所述的业务知识之间的关系。Based on the extracted entities, attributes of entities, and relationships between entities, a knowledge graph including banking business domain information is obtained. The knowledge graph is stored in the Neo4j graph database; the nodes in the Neo4j graph database represent the entities of the business knowledge, and the edges in the Neo4j graph database represent the relationships between the business knowledge.

问答业务领域预测模块4:Q&A business domain prediction module 4:

客户进入智能客服后,根据行为数据最近5次出现的业务领域,主动询问客户是否咨询该领域相关信息;近5次出现过接口异常的情况,也一同询问客户,客户可以点击后,进入之后的智能问答环节。After the customer enters the intelligent customer service, according to the business field that the behavior data has appeared in the last 5 times, the customer will take the initiative to ask the customer whether to consult relevant information in this field; if the interface is abnormal in the past 5 times, the customer will also be asked together. After the customer can click, enter the following Smart question and answer session.

智能问答模块5:Smart Q&A Module 5:

基于客户所述的问题,及客户所进行的选择。在业务知识图谱中进行检索,得到问题候选的答案三元组(实体,属性,关系),确定客户所咨询问题对应的答案。Based on the problems stated by the customer and the choices made by the customer. Retrieve in the business knowledge graph, get the answer triples (entity, attribute, relationship) of the candidate question, and determine the answer corresponding to the question asked by the customer.

本发明实施例提供的智能客服信息处理方法,响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息,能够提高对业务知识查询的准确性,同时提高智能客服的智能性。The intelligent customer service information processing method provided by the embodiment of the present invention, in response to the start trigger action of the intelligent customer service, obtains the behavior data of the executor of the start trigger action before the trigger action is started; determines the key information corresponding to the behavior data, according to the The key information determines the type of query information provided to the start-trigger action executor; the key information is business information included in the business knowledge graph; according to the query information type, a voice query is initiated to the start-trigger action executor, In response to the response result made by the start-trigger action executor to the voice inquiry, analyze the response result to obtain business consultation information; according to the business consultation information and the key information, call the business knowledge graph for retrieval, and obtain the business consultation Replying to the information and broadcasting the business consultation reply information can improve the accuracy of the business knowledge inquiry and improve the intelligence of the intelligent customer service.

进一步地,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:Further, the acquiring behavior data of the executor of the triggering action before initiating the triggering action includes:

获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;可参照上述说明,不再赘述。The behavior data of the executor of the start-trigger action within a preset time period adjacent to the moment when the start-trigger action is started is obtained; the above description can be referred to, and details are not repeated here.

或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。可参照上述说明,不再赘述。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time. The above description may be referred to, and details are not repeated here.

进一步地,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型还包括:Further, if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, the determination of the type of inquiry information provided to the start trigger action executor according to the key information further includes: :

针对所述异常信息的异常询问信息类型。可参照上述说明,不再赘述。The type of information is inquired about the abnormality of the abnormal information. The above description may be referred to, and details are not repeated here.

进一步地,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:Further, the embedded code is pre-mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function; correspondingly, the acquisition of the behavior data of the executor of the triggering action before the triggering action is started, including :

调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。可参照上述说明,不再赘述。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action. The above description may be referred to, and details are not repeated here.

需要说明的是,本发明实施例提供的智能客服信息处理方法可用于金融领域,也可用于除金融领域之外的任意技术领域,本发明实施例对智能客服信息处理方法的应用领域不做限定。It should be noted that the intelligent customer service information processing method provided by the embodiment of the present invention can be used in the financial field, and can also be used in any technical field except the financial field, and the embodiment of the present invention does not limit the application field of the intelligent customer service information processing method .

图4是本发明一实施例提供的智能客服信息处理装置的结构示意图,如图4所示,本发明实施例提供的智能客服信息处理装置,包括获取单元401、确定单元402、解析单元403和播报单元404,其中:FIG. 4 is a schematic structural diagram of a smart customer service information processing apparatus provided by an embodiment of the present invention. As shown in FIG. 4 , the smart customer service information processing apparatus provided by an embodiment of the present invention includes an acquisition unit 401, a determination unit 402, an analysis unit 403 and a The broadcasting unit 404, wherein:

获取单元401用于响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定单元402用于确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;解析单元403用于根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;播报单元404用于根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。The obtaining unit 401 is used to respond to the start trigger action of the intelligent customer service, and obtain the behavior data of the executor of the start trigger action before starting the trigger action; the determining unit 402 is used to determine the key information corresponding to the behavior data, according to the key information Determine the type of query information provided to the start-trigger action executor; the key information is the business information included in the business knowledge graph; the parsing unit 403 is configured to initiate a request to the start-trigger action executor according to the query information type Voice query, in response to the response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information; the broadcasting unit 404 is configured to call the service according to the service consultation information and the key information The knowledge graph is retrieved to obtain business consultation reply information, and the business consultation reply information is broadcast.

具体的,装置中的获取单元401用于响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定单元402用于确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;解析单元403用于根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;播报单元404用于根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。Specifically, the obtaining unit 401 in the device is used to respond to the start trigger action of the intelligent customer service, and obtain the behavior data of the executor of the start trigger action before the trigger action is started; the determination unit 402 is used to determine the key information corresponding to the behavior data , according to the key information to determine the type of query information provided to the start trigger action executor; the key information is the business information contained in the business knowledge graph; the parsing unit 403 is configured to send the query information type to the The start trigger action executor initiates a voice query, and in response to the response result made by the start trigger action executor to the voice query, parses the response result to obtain service consultation information; the broadcasting unit 404 is configured to obtain service consultation information according to the service consultation information and all The key information is described, the business knowledge graph is called for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本发明实施例提供的智能客服信息处理装置,响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息,能够提高对业务知识查询的准确性,同时提高智能客服的智能性。The smart customer service information processing device provided by the embodiment of the present invention responds to the start trigger action of the smart customer service, obtains the behavior data of the executor of the start trigger action before the trigger action is started; determines the key information corresponding to the behavior data, according to the The key information determines the type of query information provided to the start-trigger action executor; the key information is business information included in the business knowledge graph; according to the query information type, a voice query is initiated to the start-trigger action executor, In response to the response result made by the start-trigger action executor to the voice inquiry, analyze the response result to obtain business consultation information; according to the business consultation information and the key information, call the business knowledge graph for retrieval, and obtain the business consultation Replying to the information and broadcasting the business consultation reply information can improve the accuracy of the business knowledge inquiry and improve the intelligence of the intelligent customer service.

进一步地,所述获取单元401具体用于:Further, the obtaining unit 401 is specifically used for:

获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;Acquiring the behavior data of the executor of the start-triggered action in the adjacent preset period before the moment of initiating the triggering action;

或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time.

进一步地,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述确定单元402还包括:Further, if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, the determining unit 402 further includes:

针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information.

进一步地,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取单元401具体用于:Further, the embedded code is mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function in advance; correspondingly, the obtaining unit 401 is specifically used for:

调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action.

本发明实施例提供智能客服信息处理装置的实施例具体可以用于执行上述各方法实施例的处理流程,其功能在此不再赘述,可以参照上述方法实施例的详细描述。The embodiments of the smart customer service information processing apparatus provided by the embodiments of the present invention may be specifically used to execute the processing procedures of the above method embodiments, and the functions thereof will not be repeated here, and reference may be made to the detailed descriptions of the above method embodiments.

图5为本发明实施例提供的计算机设备实体结构示意图,如图5所示,所述计算机设备包括:存储器501、处理器502及存储在存储器501上并可在处理器502上运行的计算机程序,所述处理器502执行所述计算机程序时实现如下方法:FIG. 5 is a schematic diagram of the physical structure of a computer device provided by an embodiment of the present invention. As shown in FIG. 5 , the computer device includes: a memory 501 , a processor 502 , and a computer program stored in the memory 501 and running on the processor 502 , the processor 502 implements the following methods when executing the computer program:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本实施例公开一种计算机程序产品,所述计算机程序产品包括计算机程序,所述计算机程序被处理器执行时实现如下方法:This embodiment discloses a computer program product, the computer program product includes a computer program, and the computer program implements the following method when executed by a processor:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本实施例提供一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如下方法:This embodiment provides a computer-readable storage medium, where the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the following method is implemented:

响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started;

确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph;

根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information;

根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast.

本发明实施例与现有技术中的技术方案相比,响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息,能够提高对业务知识查询的准确性,同时提高智能客服的智能性。Compared with the technical solutions in the prior art, the embodiment of the present invention acquires the behavior data of the executor of the initiation trigger action before initiating the trigger action in response to the initiation trigger action of the intelligent customer service; determines the key information corresponding to the action data, Determine the type of query information provided to the start-trigger action executor according to the key information; the key information is the business information included in the business knowledge graph; initiate a trigger to the start-trigger action executor according to the query information type Voice query, in response to the response result made by the start-trigger action executor to the voice query, parse the response result to obtain business consultation information; according to the business consultation information and the key information, call the business knowledge graph for retrieval, Obtaining business consultation reply information and broadcasting the business consultation reply information can improve the accuracy of business knowledge inquiry and improve the intelligence of intelligent customer service.

本领域内的技术人员应明白,本发明的实施例可提供为方法、系统、或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.

本发明是参照根据本发明实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block in the flowchart illustrations and/or block diagrams, and combinations of flows and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to the processor of a general purpose computer, special purpose computer, embedded processor or other programmable data processing device to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing device produce Means for implementing the functions specified in a flow or flow of a flowchart and/or a block or blocks of a block diagram.

这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory result in an article of manufacture comprising instruction means, the instructions The apparatus implements the functions specified in the flow or flow of the flowcharts and/or the block or blocks of the block diagrams.

这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded on a computer or other programmable data processing device to cause a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process such that The instructions provide steps for implementing the functions specified in the flow or blocks of the flowcharts and/or the block or blocks of the block diagrams.

在本说明书的描述中,参考术语“一个实施例”、“一个具体实施例”、“一些实施例”、“例如”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。In the description of this specification, reference to the terms "one embodiment", "one specific embodiment", "some embodiments", "for example", "example", "specific example", or "some examples", etc. Indicates that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the present invention. In this specification, schematic representations of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.

以上所述的具体实施例,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上所述仅为本发明的具体实施例而已,并不用于限定本发明的保护范围,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The specific embodiments described above further describe the purpose, technical solutions and beneficial effects of the present invention in detail. It should be understood that the above-mentioned specific embodiments are only specific embodiments of the present invention, and are not intended to limit the scope of the present invention. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included within the protection scope of the present invention.

Claims (11)

1.一种智能客服信息处理方法,其特征在于,包括:1. an intelligent customer service information processing method, is characterized in that, comprises: 响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;In response to the start trigger action of the intelligent customer service, obtain the behavior data of the executor of the start trigger action before the trigger action is started; 确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;Determine the key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information included in the business knowledge graph; 根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;Initiating a voice query to the start-trigger action executor according to the query information type, and in response to a response result made by the start-trigger action executor to the voice query, parsing the response result to obtain service consultation information; 根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。According to the business consultation information and the key information, the business knowledge graph is invoked for retrieval, the business consultation reply information is obtained, and the business consultation reply information is broadcast. 2.根据权利要求1所述的智能客服信息处理方法,其特征在于,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:2 . The method for processing intelligent customer service information according to claim 1 , wherein the acquiring behavior data of an executor of a triggering action before initiating the triggering action comprises: 2 . 获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;Acquiring the behavior data of the executor of the start-triggered action in the adjacent preset period before the moment of initiating the triggering action; 或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time. 3.根据权利要求1所述的智能客服信息处理方法,其特征在于,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型还包括:3. The intelligent customer service information processing method according to claim 1, characterized in that, if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, according to the key information Determining the type of query information provided to the start-triggering action executor further includes: 针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information. 4.根据权利要求1所述的智能客服信息处理方法,其特征在于,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取启动触发动作执行方在启动触发动作之前的行为数据,包括:4. The intelligent customer service information processing method according to claim 1, wherein the embedded code is mounted in advance on the main page of each module, the switching event of each function of the page, and the click event of the page function; Get the behavior data of the executor before the trigger action is started, including: 调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action. 5.一种智能客服信息处理装置,其特征在于,包括:5. An intelligent customer service information processing device, characterized in that, comprising: 获取单元,用于响应智能客服的启动触发动作,获取启动触发动作执行方在启动触发动作之前的行为数据;The acquiring unit is used to respond to the start trigger action of the intelligent customer service, and obtain the behavior data of the executor of the start trigger action before the trigger action is started; 确定单元,用于确定与所述行为数据相对应的关键信息,根据所述关键信息确定向所述启动触发动作执行方提供的询问信息类型;所述关键信息为包含在业务知识图谱中的业务信息;a determining unit, configured to determine key information corresponding to the behavior data, and determine the type of inquiry information provided to the start trigger action executor according to the key information; the key information is the business information contained in the business knowledge graph information; 解析单元,用于根据所述询问信息类型向所述启动触发动作执行方发起语音询问,响应所述启动触发动作执行方针对所述语音询问作出的响应结果,解析所述响应结果得到业务咨询信息;A parsing unit, configured to initiate a voice query to the start-trigger action executor according to the query information type, respond to a response result made by the start-trigger action executor to the voice query, and parse the response result to obtain service consultation information ; 播报单元,用于根据所述业务咨询信息和所述关键信息,调用业务知识图谱进行检索,得到业务咨询回复信息,并播报所述业务咨询回复信息。The broadcasting unit is configured to call the business knowledge graph for retrieval according to the business consultation information and the key information, obtain business consultation reply information, and broadcast the business consultation reply information. 6.根据权利要求5所述的智能客服信息处理装置,其特征在于,所述获取单元具体用于:6. The intelligent customer service information processing device according to claim 5, wherein the acquisition unit is specifically used for: 获取启动触发动作执行方在启动触发动作时刻之前相邻的预设时段内的行为数据;Acquiring the behavior data of the executor of the start-triggered action in the adjacent preset period before the moment of initiating the triggering action; 或者,获取启动触发动作执行方在启动触发动作时刻之前相邻的预设行为次数内的行为数据。Or, acquire behavior data for the adjacent preset behavior times before the start trigger action executor starts the trigger action time. 7.根据权利要求5所述的智能客服信息处理装置,其特征在于,若确定在处理所述行为数据过程中出现异常信息,则记录所述异常信息;相应的,所述确定单元还包括:7. The intelligent customer service information processing device according to claim 5, wherein if it is determined that abnormal information occurs in the process of processing the behavior data, the abnormal information is recorded; correspondingly, the determining unit further comprises: 针对所述异常信息的异常询问信息类型。The type of information is inquired about the abnormality of the abnormal information. 8.根据权利要求5所述的智能客服信息处理装置,其特征在于,预先在各模块的主页面、页面各功能的切换事件、页面功能的点击事件挂载埋点代码;相应的,所述获取单元具体用于:8 . The intelligent customer service information processing device according to claim 5 , wherein the embedded code is previously mounted on the main page of each module, the switching event of each function of the page, and the click event of the page function; correspondingly, the described The acquisition unit is specifically used for: 调用所述埋点代码获取启动触发动作执行方在启动触发动作之前的行为数据。Call the buried code to obtain behavior data of the executor of the trigger action before starting the trigger action. 9.一种计算机设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时实现权利要求1至4任一所述方法。9. A computer device comprising a memory, a processor and a computer program stored on the memory and running on the processor, wherein the processor implements any of claims 1 to 4 when the processor executes the computer program the method. 10.一种计算机可读存储介质,其特征在于,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现权利要求1至4任一所述方法。10. A computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the method of any one of claims 1 to 4 is implemented. 11.一种计算机程序产品,其特征在于,所述计算机程序产品包括计算机程序,所述计算机程序被处理器执行时实现权利要求1至4任一所述方法。11. A computer program product, characterized in that the computer program product comprises a computer program, which implements the method of any one of claims 1 to 4 when the computer program is executed by a processor.
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