WO2020192450A1 - 交互消息处理方法、装置、计算机设备和存储介质 - Google Patents
交互消息处理方法、装置、计算机设备和存储介质 Download PDFInfo
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Definitions
- This application relates to the field of artificial intelligence technology, in particular to an interactive message processing method, device, computer equipment, and storage medium.
- Artificial intelligence is a new technological science that studies and develops theories, methods, technologies and application systems used to simulate, extend and expand human intelligence. With the rapid development of information technology, artificial intelligence has been applied to all aspects of life and can provide users with intelligent dialogue services. For example, various conversational applications, conversational equipment, conversational service platforms, etc. For example, “Little Ai”, “Chihiro AI Dialogue Robot” and so on.
- the interactive message processing method in the traditional intelligent dialogue service can provide a simple message dialogue function, and its function needs to be further expanded. Therefore, the user viscosity of the interactive message processing method needs to be further improved.
- the embodiments of the present application provide an interactive message processing method, device, computer equipment, and storage medium, which can expand the function of interactive message processing and increase user viscosity.
- the technical solution is as follows:
- an interactive message processing method which is applied to a terminal, and the method includes:
- the target interaction message based on the target applet is displayed in the target interaction interface.
- an interactive message processing method which is applied to a background server, and the method includes:
- an interactive message processing device includes:
- the interactive message receiving module is configured to receive an interactive message to be processed in response to receiving a message input trigger instruction in the target interactive interface
- the message display sending module is configured to display the pending interactive message in the target interactive interface in response to receiving a message sending trigger instruction in the target interactive interface, and send a message processing request based on the pending interactive message;
- the message result receiving module is configured to receive the message processing result returned based on the message processing request, the message processing result being determined based on the target applet corresponding to the interactive message to be processed;
- the target message display module is configured to display the target interaction message based on the target applet in the target interaction interface according to the message processing result.
- an interactive message processing device includes:
- the interactive message receiving module is configured to receive to-be-processed interactive messages
- the message intention classification module is configured to classify the intent of the to-be-processed interactive message to obtain an intent classification result of the to-be-processed interactive message;
- a message semantic analysis module configured to perform semantic analysis on the interactive message to be processed in response to the intent classification result including the intent of the applet, and determine the message keywords of the interactive message to be processed;
- the target program determining module is configured to determine the program identifier of the target applet corresponding to the interactive message to be processed according to the message keyword;
- the message result sending module is configured to send the message processing result based on the program identifier of the target applet.
- a computer device including a memory and a processor, the memory stores a computer program, and the processor executes the computer program to implement the interactive message processing method executed by the terminal as described in the above aspect .
- a computer device including a memory and a processor, the memory stores a computer program, and the processor executes the computer program to implement interactive message processing performed by a background server as described in the above aspect method.
- a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the interactive message processing method executed by the terminal as described in the above aspect.
- a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the interactive message processing method executed by a background server as described in the above aspect.
- the above interactive message processing method, device, computer equipment and storage medium can enable the terminal to display the target interactive message based on the target applet in the target interactive interface, so that the interactive message processing function can be expanded and the user viscosity can be improved.
- the aforementioned interactive message processing method, device, computer equipment and storage medium can also increase the number of times the applet is used.
- FIG. 1 is a schematic diagram of an application environment diagram of an interactive message processing method in an embodiment of this application
- FIG. 2 is a schematic flowchart of an interactive message processing method in another embodiment of the application running on a terminal;
- FIG. 3 is an exemplary diagram of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 4 is an exemplary diagram of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 5 is a schematic flowchart of an interactive message processing method in another embodiment of the application running on a background server
- FIG. 6 is an exemplary diagram of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 7 is an exemplary diagram of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 8 is an implementation logic diagram of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 9 is a flow chart of the interactive message processing method at the product level in another exemplary embodiment of this application.
- FIG. 10 is a partial flowchart of an interactive message processing method in another exemplary embodiment of this application.
- FIG. 11 is a sequence diagram of an interactive message processing method according to another exemplary embodiment of this application.
- FIG. 12 is a structural block diagram of an interactive message processing device in another embodiment of the application running on a terminal;
- FIG. 13 is a structural block diagram of an interactive message processing device in another embodiment of the application running on a background server;
- FIG. 14 is a schematic structural diagram of a computer device in another embodiment of the application.
- Fig. 1 is a schematic diagram of an application environment of an interactive message processing method in an embodiment.
- the interactive message processing method provided in this application can be applied to the application environment as shown in FIG. 1.
- the terminal 102 communicates with the background server 104 through the network.
- the interactive message processing method of an embodiment of the present application may be run on the terminal 102.
- the terminal 102 receives the message input trigger instruction in the target interactive interface, it receives the interactive message to be processed; when receiving the message sending trigger instruction in the target interactive interface, the terminal 102 displays the interactive message to be processed in the target interactive interface, based on the interactive message to be processed Send a message processing request; receive the message processing result returned based on the message processing request, which is determined based on the target applet corresponding to the interactive message to be processed; according to the message processing result, display the target interactive message based on the target applet in the target interactive interface .
- the interactive message processing method can be implemented through an application, or through a public service platform under a parent application, or through a sub-application under the parent application.
- the parent application may be a social platform, such as WeChat.
- the public service platform can be a service platform such as an official account, a subscription account, and a service account, such as the Chihiro AI dialogue robot.
- a sub-application refers to an application that can be used without downloading and installation, or a sub-application refers to an application that has a small installation package and can automatically complete the download and installation process in the background, such as a small program.
- Sub-applications such as applets can be embedded in the parent application of the terminal, and corresponding business services can be provided to users by running the sub-applications in the parent application.
- the interactive message processing method of another embodiment of the present application may also be run on the background server 104.
- the backend server 104 receives the interactive message to be processed; classifies the interactive message to be processed to obtain the intent classification result of the interactive message to be processed; when the intent classification result includes the intent of the mini program, performs semantic analysis on the interactive message to be processed to determine the interaction to be processed Message keyword of the message; according to the message keyword, determine the program identifier of the target applet corresponding to the interactive message to be processed; send the message processing result based on the program identifier of the target applet.
- the message processing result will be returned to the terminal 102, so that the terminal 102 can display the target interaction message based on the target applet in the target interaction interface according to the message processing result.
- the terminal 102 may be a desktop device or a mobile terminal, such as a desktop computer, a tablet computer, or a smart phone.
- the background server 104 may be an independent physical server, a physical server cluster, or a virtual server.
- an interactive message processing method is provided. This method can be run on the terminal 102 in FIG. 1.
- the interactive message processing method includes the following steps:
- S202 In response to receiving a message input trigger instruction in the target interactive interface, receive an interactive message to be processed.
- the terminal In response to receiving a message input trigger instruction in the target interactive interface, the terminal receives the interactive message to be processed.
- the target interaction interface is the interface provided to the user on the terminal, and is the man-machine interaction interface provided to the user.
- the target interaction interface may be an interface used to show that the user interacts with the product.
- the product includes a small program that provides dialogue services, At least one product corresponding to this embodiment, such as a public service platform that provides dialogue services or an application program that provides dialogue services.
- the manner of receiving the message input trigger instruction may be to receive a command input by the user through text or voice mode, and may also be to click, long press, select, or touch the message input control in the target interactive interface.
- the message input control can be a control such as a message input box, keys, and buttons.
- the display of the target interactive interface may be triggered to display the target interactive interface after receiving the target interactive interface display instruction.
- the target interactive display instruction may be to open a product corresponding to the interactive message processing method.
- the product includes at least one of an application program, a public service platform, and an applet.
- the public service platform may be at least one of service platforms such as a public account, subscription account, and service account.
- the target interactive display instruction can be to open an official account that provides intelligent dialogue functions. More specifically, the target interactive display instruction can be to open the official account of Qianxun AI dialogue robot on WeChat.
- the interactive message to be processed is the message input by the user.
- the way to receive the interactive message to be processed can be through the message input control in the target interactive interface to receive the text message or picture message input by the user; it can also be the voice message input by the user through the audio collection device such as a microphone; it can also be through the camera Other video capture devices capture video messages or picture messages input by users. That is, the interactive message to be processed may be at least one of a text message, a voice message, a picture message, and a video message.
- S204 In response to receiving the message sending trigger instruction in the target interactive interface, display the interactive message to be processed in the target interactive interface, and send a message processing request based on the interactive message to be processed.
- the terminal In response to receiving the message sending trigger instruction in the target interactive interface, the terminal displays the interactive message to be processed in the target interactive interface, and sends a message processing request based on the interactive message to be processed.
- the message sending trigger instruction is used to trigger the terminal to send the received interactive message to be processed to the background server.
- the method for the terminal to receive the message sending trigger instruction may be clicking or touching the send button, or clicking or touching the confirmation sending button, or receiving the message sending trigger instruction through voice or other command input.
- Displaying the to-be-processed interactive message in the target interactive interface can enable the user to know what message he has sent during the intelligent conversation, and it can also facilitate the user to find the message record.
- the message processing request is used to request the background server to process the to-be-processed interactive message, so as to complete the response to the to-be-processed interactive message in a complete conversation process.
- the message processing request includes the to-be-processed interactive message and the user ID.
- the user identification is used to determine the terminal corresponding to which user to return to when the user returns the message processing result.
- the user identification may be the user identification of the user in the parent application.
- S206 Receive a message processing result returned based on the message processing request, where the message processing result is determined based on the target applet corresponding to the interactive message to be processed.
- the terminal receives the message processing result returned based on the message processing request, and the message processing result is determined based on the target applet corresponding to the interactive message to be processed.
- the backend server After receiving the message processing request, the backend server processes the interactive message to be processed, obtains a message processing result based on the target applet corresponding to the interactive message to be processed, and feeds back the message processing result to the terminal.
- the target applet refers to the applet corresponding to the interactive message to be processed.
- Mini Program is a sub-application that can be used without downloading and installing.
- developers can develop corresponding small programs for terminal applications (such as instant messaging applications, shopping applications, mail applications, etc.), which can be embedded in the terminal as a sub-application
- the parent application program by running the child application program (ie the corresponding applet) in the parent application program can provide users with corresponding business services.
- the terminal receives the message processing result returned by the background server based on the message processing request, and the message processing result is determined by the background server based on the target applet corresponding to the interactive message to be processed.
- the message processing result may include the program information of the target applet.
- the program information may include at least one of program link information and call interface information of the target applet.
- the message processing result may also include page data of the target applet.
- the page data may be the home page data of the target applet, or the target page data corresponding to the interactive message to be processed in the target applet.
- the terminal displays the target interaction message based on the target applet in the target interaction interface according to the message processing result.
- the target interaction message based on the target applet may include the message processing result, and may also include the message obtained after further processing the message interaction result.
- the program information of the target applet can be displayed in the target interactive interface; the icon or home page of the target applet can also be displayed in the target interactive interface, and the icon can jump to the home page of the target applet through a hyperlink;
- the call interface information of the target applet can be displayed in the target interactive interface.
- the call interface information can be the address information of the target page of the functional module corresponding to the interactive message to be processed in the target applet; it can also be displayed in the target interactive interface
- the target page of the target applet; the execution result after calling the target applet can also be displayed in the target interactive interface.
- the exemplary embodiment provided in this application receives a pending interactive message when a message input trigger instruction is received in the target interactive interface; when a message sending trigger instruction is received in the target interactive interface, the target interactive interface Display pending interactive messages in the display, send a message processing request based on the pending interactive message; receive the message processing result returned based on the message processing request, the message processing result is determined based on the target applet corresponding to the pending interactive message; according to the message processing result, in the target
- the interactive interface displays target interactive messages based on the target applet.
- the target interactive message based on the target applet can be displayed in the target interactive interface based on the message processing result, this can expand the interactive message processing function and increase user viscosity.
- the aforementioned interactive message processing method can also increase the number of times the applet is used.
- the message processing result includes program information of the target applet.
- the terminal displays the target interaction message based on the target applet in the target interaction interface, including: the terminal displays the target interaction message based on the target applet in the target interaction interface according to the program information of the target applet.
- the program information may include program-related information among at least one of program link information, program name, program identifier, and program icon.
- the content of the target interaction message may be at least one of the program identifier, program name, program link information, and program icon of the target applet.
- the terminal can send a program query request to the background server through the program identifier or program name to obtain the program link information of the target applet, and then send the target program request to the target applet through the program link information to request the service of the target applet.
- the terminal may also send a target program request to the target applet through at least one of the program identifier, the program name, the program link information, or the program icon, and request the service of the target applet.
- the terminal based on the program information of the target applet and the target interaction message displayed on the target interaction interface can recommend the target applet to the user, which is convenient for the user to request the service of the target applet.
- the function of the interactive message processing method is expanded, which can increase user viscosity.
- the program information includes program link information of the target applet.
- the program link information may include at least one of a program link address and a port number.
- the terminal displays the target interaction message based on the target applet in the target interaction interface, including: the terminal displays the target interaction message based on the target applet in the target interaction interface according to the program link information of the target applet .
- the terminal displays the target interactive message based on the target applet in the target interactive interface, which may be: the terminal displays the program link information of the target applet in the target interactive interface.
- the user can link to the target applet by clicking the program link information on the target interactive interface displayed on the terminal. That is, by clicking the program link information, the terminal sends a target program request to the target applet, requesting services of the target applet.
- the terminal displays the target interactive message based on the target applet in the target interactive interface. It can also be: the terminal displays other program information of the target applet in the target interactive interface, and displays other program information
- the hyperlink is set as the program link information of the target applet.
- the other program information can be linked to the target applet by clicking on the target interactive interface displayed on the terminal, that is, by clicking the other program information, the target service request is sent to the target applet to request the service of the target applet.
- the exemplary embodiment provided in this application does not need to request program link information through other program information first, and then request the service of the target applet through program link information. Therefore, the service of the target applet can be quickly requested, and the user viscosity of interactive message processing can be further improved.
- the program information includes call interface information of the target applet; the call interface information may be at least one of a call interface name and a call interface identification.
- the calling interface information corresponds to the interactive message to be processed.
- the terminal displays the target interaction message based on the target applet in the target interaction interface, including: the terminal displays the target interaction message based on the target applet in the target interaction interface according to the calling interface information of the target applet .
- the terminal displays the target interaction message based on the target applet in the target interaction interface, which may be: the terminal displays the calling interface information of the target applet in the target interaction interface.
- the user can click the calling interface information on the target interaction interface displayed on the terminal to link to the specific function module in the target applet corresponding to the interactive message to be processed. That is, by clicking on the calling interface information, the terminal sends a service request to the target applet to request specific services of the functional modules in the target applet.
- the terminal displays the target interactive message based on the target applet in the target interactive interface.
- the method may be: the terminal displays the program information of the target applet in the target interactive interface, and the program information is super
- the link is set as the calling interface information of the target applet.
- the user can click the program information on the target interaction interface displayed on the terminal to link to the specific function module in the target applet corresponding to the interactive message to be processed. That is, by clicking on the program information, the terminal sends a service request to the target applet, requesting specific services of the functional modules in the target applet.
- the exemplary embodiment provided by this application can be linked to the specific function module corresponding to the interactive message to be processed in the target applet based on the calling interface information, thereby reducing user operation steps and further improving user viscosity .
- the message processing result further includes page data of the target applet.
- the terminal displays the target interaction message based on the target applet in the target interaction interface, including: the terminal determines the target interaction message based on the target applet according to the program information and page data of the target applet; The target interactive message is displayed in the interactive interface.
- Page data refers to the page data provided by the target applet.
- the page data can be home page data or target page data.
- the home page refers to the interface displayed first when the target applet provides services in accordance with the normal process.
- the target page refers to the page of the functional module corresponding to the interactive message to be processed in the target applet.
- the content of the target interaction message includes page data and program information.
- the manner in which the terminal displays the target interaction message in the target interaction interface may be: the terminal displays page data and program information in the target interaction page.
- the manner in which the terminal displays the target interaction message in the target interaction interface may also be: the terminal displays the page data in the target interaction page, and sets the hyperlink of the page data as the program link information of the target applet.
- the relevant information of the target applet can be displayed more intuitively, and the user can also You can get a clearer and more intuitive understanding of the services that the target applet can provide.
- the page data includes the homepage page data of the target applet; the terminal displaying the target interaction message in the target interaction interface includes: the terminal renders the homepage page data and displaying the target applet in the target interaction interface Set the hyperlink of the home page according to the program link information of the target applet.
- the content of the target interaction message includes the home page data of the target applet.
- the terminal renders the home page data, displays the home page of the target applet in the target interactive interface, and sets the hyperlink of the home page as the program link information of the target applet.
- the user can jump to the home page of the target applet by clicking the home page, so that the terminal provides the service of the target applet to the user. Therefore, on the basis that the target applet is recommended to the user and the user can clearly and intuitively understand the target applet service, the terminal can provide the user with the service of the target applet conveniently and quickly. In this way, user operations can be simplified and user viscosity can be improved.
- the program link information of the applet may not be provided, and no jump is provided, that is, no hyperlink is set to the target applet.
- the user can find the connection of the target applet by himself based on the target interaction message. ⁇ Into the way.
- the product corresponding to this method may be a target service platform under WeChat (a type of social software). Small and micro students only need to have knowledge of the target service platform, but not the specific "Meituan Takeaway", “Tax Invoice Assistant” and other mini programs, and tell the target service platform, "I want to order 10 Take out and ask for an invoice.”
- the terminal After obtaining the to-be-processed interactive message, the terminal forwards it to the background server of the target service platform. After the background server of the target service platform receives the to-be-processed interactive message, it processes it accordingly, and finally returns the message processing result.
- the results of the message processing included the words "Try using the following two programs", and the program names and home page data of the two target applets "Meituan Waimai" and "Tax Invoice Assistant".
- the terminal displays the target interaction message, it displays the bottom line, the program names of the two target applets, and the home page data. The user can click on the target interactive message to make the terminal jump to the corresponding target applet.
- the page data includes target page data of the target applet.
- the target page data corresponds to the call interface information of the target applet, and the call interface information corresponds to the interactive message to be processed.
- the terminal displays the target interaction message in the target interaction interface, including: the terminal renders the target page data, displays the target page of the target applet in the target interaction interface, and sets the hyperlink of the target page according to the calling interface information of the target applet.
- the content of the target interaction message includes target page data of the target applet.
- the terminal renders the target page data, displays the target page of the target applet in the target interactive interface, and sets the hyperlink of the target page as the calling interface information of the target applet.
- the target page is the page in the target applet that provides the functional module corresponding to the interactive message to be processed.
- the user can click the target page to control the terminal to jump to the target page of the target applet, and provide the service of the target applet to the user.
- the target interaction message displayed by the terminal may include "OK, open the applet to place an order", and the target applet "Meituan Waimai" determined by the background server. The name of the program, and the target page corresponding to the call interface information of the order function module of the target applet.
- the exemplary embodiments provided in this application enable the terminal to provide the user with the service of the target applet conveniently and quickly on the basis that the user can clearly and intuitively understand the service of the target applet, thereby increasing user viscosity.
- the terminal renders the target page data, displays the target page of the target applet in the target interactive interface, and sets the hyperlink of the target page according to the calling interface information of the target applet, and further includes: The terminal receives the service request sending instruction based on the target page; the service request sending instruction includes the program information and preset parameters of the target applet; the terminal sends the target service request according to the program information and preset parameters; the terminal receives the service response based on the target service request Result: The terminal displays the service response result based on the target service request.
- the target interaction message includes interface invocation information of the target applet, and the interface invocation information corresponds to the to-be-processed interaction message.
- the terminal receives the service request to send instructions. It can be received by clicking, double-clicking or long-pressing the target interactive message, or clicking, double-clicking or long-pressing the preset button or other control in the target interactive message Way to receive.
- the target service request is used to request the service of the target applet.
- the program information may be program link information.
- the preset parameters may be related parameters that the terminal needs to provide when requesting the target applet.
- the preset parameter may be received by the terminal before receiving the service request sending instruction.
- the preset parameter may also be extracted from the message processing result by the terminal before receiving the service request instruction, and the preset parameter corresponds to the interactive message to be processed.
- the preset parameters can be the company information that needs to be invoiced entered by the user, or can be the company information that needs to be invoiced extracted from the interactive message to be processed by the backend server.
- the preset parameters can be the takeaway product, quantity, merchant and other related information entered by the user, or the takeaway that the backend server extracts from the pending interactive message Related information such as the product, quantity, and business of the company.
- the target service request includes program information and preset parameters.
- the terminal sends the target service request to the server of the target applet according to the program information.
- the server of the target applet executes the target service according to the target service request, and returns the service response result to the terminal.
- the terminal receives the service response result returned based on the target service request; the terminal displays the service response result returned based on the target service request.
- the exemplary embodiment provided in this application does not require the user to understand the specific operation method of the target applet when calling the target applet.
- the service sending request can be received based on the target page, and then the target service request can be sent to the server of the target applet based on the service sending request, and finally the receiving, Show service response results.
- the user's operation steps can be reduced, and the service of the target applet can be provided to the user more conveniently and quickly, thereby further increasing the user's viscosity.
- the terminal displaying the target interaction message in the target interaction interface includes: the terminal displays page data through a subpage embedded in the target interaction interface, and setting a hyperlink to the page data according to the program information of the target applet .
- the content of the target interaction message also includes page data.
- the page data is displayed in a sub-page embedded in the target interactive interface.
- displaying the page data in a way different from ordinary interactive messages can enable users to quickly distinguish between ordinary interactive messages and target interactive messages based on the target applet.
- the terminal sets the hyperlink of the page data according to the program information of the target applet. In this way, the user can link to the target applet conveniently and quickly, thereby further improving user viscosity.
- the terminal displays the target interaction message based on the target applet in the target interaction interface according to the message processing result, and then further includes: the terminal receives the program request sending instruction based on the target interaction message; the terminal sends according to the program request The program information of the target applet carried by the instruction sends the target program request; the terminal receives the program response information returned according to the target program request; the terminal displays the program response information returned according to the target program request.
- the program information included in the message processing result may include program link information of the target applet.
- the terminal requests sending instructions based on the target interactive message receiving program, which can be received by clicking, double-clicking, or long-pressing the target interactive message.
- the program request sending instruction carries the program link information of the target applet.
- the terminal sends a target program request according to the program link information, and the target program request carries the program link information and the terminal identifier.
- the terminal sends the target program request to the server of the target applet.
- the background server can return the program response information determined based on the target program request to the terminal.
- the program response information may include the home page data of the target applet.
- the program information included in the message processing result may also include call interface information of the target applet, and the call interface information corresponds to the interactive message to be processed.
- the terminal requests sending instructions based on the target interactive message receiving program, which can be received by clicking, double-clicking, or long-pressing the target interactive message.
- the program request sending instruction carries the calling interface information of the target applet.
- the terminal sends a target program request according to the calling interface information, and the target program request carries the calling interface information and the terminal identifier.
- the terminal sends the target program request to the server of the target applet.
- the background server can return the program response information determined based on the target program request to the terminal.
- the program response information may include target page data of the target applet.
- the user can receive and display the response information of the program by receiving the program request sending instructions, sending the target program request, and then receiving and displaying the program response information. Based on the program response information, make the relevant service request of the target applet. In this way, providing users with a way to access the target applet can increase the utilization rate of the target applet.
- the program response information includes target page data. That is, the target program request also carries the calling interface information.
- the terminal can obtain the calling interface information by acquiring the calling interface information of the function module clicked in the target interaction message when receiving the program request to send the instruction.
- the terminal After the terminal sends the target program request, it receives and displays the program response information returned based on the target program request, and then includes: the terminal receives the service request sending instruction based on the program response information; the service request sending instruction includes the call interface information of the target applet and Preset parameters; the terminal sends a target service request according to the preset parameters and calling interface information; the terminal receives the service response result returned according to the target service request; the terminal displays the service response result returned according to the target service request.
- the method of receiving the service request sending instruction based on the program response information may be: the terminal receives the user clicking a preset button in the target page, and the preset button may be buttons such as "submit” and "confirm”.
- the service request sending instruction includes the calling interface information and preset parameters of the target applet. Based on the calling interface information, the terminal requests the function module service corresponding to the target applet.
- the preset parameter is a parameter required by the function module service.
- the preset parameters correspond to the interactive messages to be processed.
- the preset parameter may be determined by the background server according to the to-be-processed interactive message, and returned to the terminal through the message processing result.
- the target service request carries invocation interface information and preset parameters.
- the target service request is used to request the service provided by the function module required by the user in the target program, that is, the function module service.
- the target service request also carries the terminal identifier, so that the server of the target applet can return the service response result to the terminal sending the target service request according to the terminal identifier.
- the terminal receives the service response result returned according to the target service request; the terminal displays the service response result returned according to the target service request.
- the service response result is the execution result returned by the background server according to the target service request.
- the exemplary embodiment provided in this application first provides the user with program information of the target applet, receives the program request sending instruction based on the program information; then sends the target program request, receives and displays the target page data; and then based on the target
- the page receives service request sending instructions, sends target service requests, receives and displays service response results.
- it can also provide an extension of the service function of the target applet.
- the user viscosity can be increased.
- the terminal receiving the service request sending instruction based on the program response information includes: the terminal receives a parameter modification instruction based on the program response information; after the terminal modifies the preset parameters according to the parameter modification instruction, the terminal receives the response information based on the program response information.
- Service request sending instruction; the service request sending instruction includes the calling interface information of the target applet and the modified preset parameters.
- the preset parameters after the preset parameters are determined, they can also be modified. In this way, after the user sends the interactive message to be processed, if the relevant parameters required by the user change, or the preset parameters in the message processing result are different from what the user actually wants to express, they can be modified. Therefore, the target service request can be made more in line with the actual needs of the user, thereby further improving user viscosity.
- the present application also provides an interactive message processing method running on a background server, and the method may be running on the background server 104 in FIG.
- the method includes:
- S502 Receive an interactive message to be processed.
- the to-be-processed interactive message can be received by the terminal and forwarded to the background server, and specifically can be forwarded by the terminal through the target service platform running under the parent application.
- the background server receives the pending interactive message.
- the to-be-processed interactive message may be a text message, a voice message, or a video, picture, or emoticon message.
- the terminal may forward the to-be-processed interactive message to the background server for processing.
- the efficiency of the target service platform in responding to customers can be improved, thereby further increasing user viscosity.
- the terminal may also forward the to-be-processed interactive message to the back-end server according to a preset strategy after obtaining the to-be-processed interaction message input by the user, that is, the back-end server will receive the to-be-processed interaction message according to the corresponding strategy.
- the preset strategy may be to forward once every preset time interval, or it may be forwarded once every time a preset number of to-be-processed interactive messages are received, and the preset number is at least 1.
- S504 Perform intent classification on the interactive message to be processed, and obtain an intent classification result of the interactive message to be processed.
- the background server classifies the intent of the interactive message to be processed, and obtains the intent classification result of the interactive message to be processed.
- the back-end server may first perform semantic understanding of the interactive message to be processed, obtain the semantic information of the interactive message to be processed, and then perform intent classification on the semantic information to obtain the intent classification result.
- Intention classification refers to the classification of the intrinsic intent expressed by the semantic information in the interactive message to be processed.
- the intent category of the intrinsic intent can include at least one of small chat intention, character intention, music intention, and sub-application intention (small program intention). kind of intention category. In this implementation, the number of intention categories is at least two, and it can also be more than ten or even dozens.
- the intention categories in this embodiment at least include small chat intentions and sub-application intentions. Each intent category can be embodied by a domain.
- the user's natural language messages can be scored through a preset mapping process after speech recognition and semantic understanding, and finally fall into an optimal domain. Get the return result to be output in this domain.
- Different domains represent different artificial intelligence capabilities.
- an intent category will eventually be matched, and the intent classification result is determined based on the matched intent category.
- S506 In response to the intent classification result including the intent of the applet, perform semantic analysis on the interactive message to be processed, and determine the message keyword of the interactive message to be processed.
- the background server performs semantic analysis on the interactive message to be processed, and determines the message keywords of the interactive message to be processed.
- the background server performs semantic analysis on the interactive message to be processed, and obtains the message keywords of the interactive message to be processed.
- Semantic analysis can be achieved through independent semantic analysis algorithms, or through neural network models. Semantic analysis can be achieved through NLP (Neuro-Linguistic Programming) technology to obtain message keywords.
- the message keyword is a word that reflects important information of the interactive message to be processed in the interactive message to be processed. For example, when the interactive message to be processed is "I want to order takeaway", the message keywords obtained by semantic analysis may include: order takeaway.
- the background server can determine the target applet corresponding to the interactive message to be processed according to the message keywords.
- the program identifier of the target applet By obtaining the program identifier of the target applet, the program identifier of the target applet corresponding to the interactive message to be processed can be obtained.
- the target applet when the message keyword is ordering food delivery, the target applet can be determined as the applet ordering food delivery.
- the background server may determine the program identifier of the target applet corresponding to the interactive message to be processed according to the message keywords. In this way, the background server may not need to determine the program identifier of the target applet corresponding to the interactive message to be processed when the intent classification result does not include the intent of the applet.
- the backend server performs semantic analysis on the interactive message to be processed, determines the message keyword of the interactive message to be processed, and determines the program identifier of the target applet corresponding to the interactive message to be processed according to the message keyword.
- the back-end server classifies the intent of the interactive message to be processed, and obtains the intent classification result of the interactive message to be processed, which can be implemented by a neural network model. For example, it can be realized by a fully connected neural network, and the number and depth of hidden layers of the fully connected neural network can be adjusted according to the annotation data.
- the output of the fully connected neural network can use sigmoid (threshold function) as an excitation, so that the output value is between 0 and 1.
- the label data can be represented by a vector of 0 and 1.
- the number of bits in the vector is equal to the number of small programs to be classified. That is, the identifier of the applet corresponding to 1 in the vector is the program identifier of the target applet.
- S510 Send the message processing result based on the program identifier of the target applet.
- the background server sends the message processing result based on the program identifier of the target applet. Therefore, the sent message processing result is based on the message processing result of the target applet.
- the message processing result can be the program identifier of the target applet, or the program information of the target applet found based on the program identifier, or the target obtained after the background server calls the target applet for execution based on the program identifier. The execution result of the applet.
- the program information may include at least one of program link information, program name, program identifier, and program icon of the target applet related to the program, and may also include call interface information of the target applet.
- the terminal can display the target interaction message based on the target applet in the target interaction interface according to the message processing result returned by the background server.
- the background server receives the interactive message to be processed; the background server classifies the intent of the interactive message to be processed to obtain the intent classification result of the interactive message to be processed; the background server performs semantic analysis on the interactive message to be processed to determine the message of the interactive message to be processed Keywords; the background server determines the program identifier of the target applet corresponding to the interactive message to be processed according to the message keywords; the background server sends the message processing result based on the program identifier of the target applet. Since the message processing result based on the target applet can be fed back, the interactive message processing function can be expanded, and the user viscosity can be improved.
- the above interactive message processing method can also increase the number of times the target applet is used.
- the user actively asks the target service platform, such as the official account of the Qianxun AI dialogue robot, "What is my reimbursement tax number?"
- the backend server of the target service platform receives this message.
- classify its intent and the result of the intent classification obtained includes the intent of the applet.
- the program identifier of the mini program "Tax Invoice Assistant" can be determined as the program identifier of the target mini program according to the message keywords.
- the message processing result sent by the background server to the terminal may be program information of the "tax invoice assistant".
- the result displayed by the terminal is shown in Figure 6, which is the link page of the target program. The user can enter the target applet by clicking the link page.
- the user said: "Chihiro ⁇ I'm so hungry ⁇ ” while chatting on the target service platform.
- the backend server of the target service platform receives the to-be-processed interactive message, through semantic analysis, the backend server can extract the keyword "hungry".
- the message processing result returned to the terminal in addition to gossip, you can also Including the program information of the "Meituan Takeaway" applet recommended and distributed for users.
- the back-end server classifies the intent of the interactive message to be processed to obtain the intent classification result of the to-be-processed interactive message, including: the back-end server extracts the message feature of the to-be-processed interactive message; the back-end server uses the neural network model to classify the message feature Perform preset intent classification mapping to obtain the intent classification result of the interactive message to be processed.
- the background server after receiving the interactive message to be processed, the background server first extracts the message characteristics of the interactive message to be processed.
- the message feature may include at least one feature vector of a message keyword vector and a message semantic vector.
- the back-end server performs preset intent classification mapping on message features through the neural network model, and obtains the intent classification result of the interactive message to be processed. In this way, the back-end server obtains the intent classification result of the interactive message to be processed through the neural network model for mapping.
- the accuracy of the intention classification result can be improved, and the user viscosity can be improved.
- the neural network model is a fully connected neural network model.
- the back-end server performs preset intent classification mapping on the message features through the neural network model to obtain the intent classification results of the interactive messages to be processed, including: the back-end server performs convolution mapping on the message features through the convolutional layer of the fully connected neural network model to obtain the volume Product results; the back-end server maps the convolution results through the pooling layer of the fully-connected neural network model to obtain the pooled results; the back-end server performs fully-connected mapping of the pooled results through the fully-connected layer of the fully-connected neural network model, Obtain the intent classification result of the interactive message to be processed.
- the background server performs a preset intent classification mapping on the extracted message features through a fully connected neural network model.
- the background server performs convolution mapping through the convolutional layer to obtain the convolution result, performs pooling mapping through the pooling layer to obtain the pooling result, and performs fully connected mapping through the fully connected layer to obtain the intent classification result .
- the accuracy of the intention classification result can be further improved, thereby further increasing user viscosity.
- the background server extracting the message characteristics of the interactive message to be processed includes: the background server performs voice recognition on the interactive message to be processed to obtain the text message; and extracting the message characteristics of the text message.
- Voice recognition can convert voice messages into text messages.
- Voice recognition can be achieved through ASR (Automatic Speech Recognition, automatic speech recognition) technology.
- the interactive message to be processed is a voice message
- the back-end server performs voice recognition on the voice message to obtain the text message, and then extracts the message characteristics of the text message to obtain the message characteristics of the interactive message to be processed.
- the input efficiency of message input can be improved, and more effective information can be received, so that a small program that meets the needs of the user can be recommended, and the user viscosity can be further improved.
- the product of this method is the target service platform.
- the implementation logic diagram of the target service platform may be as shown in FIG. 8.
- the background server obtains the interactive messages to be processed actively or in small chats from the user through the terminal.
- the interactive messages to be processed may be in text form or voice form.
- the terminal forwards the to-be-processed interactive message to the background server of the target service platform (official account).
- the background server of the target service platform can perform voice recognition on the interactive message to be processed through the ASR voice recognition engine, and convert the voice message into a text message.
- the background server can perform semantic analysis on the text message through the NLP semantic understanding engine, extract the message features of the text message, such as message keywords, and perform preset intent classification mappings on the message features through the neural network model to obtain the interactive message to be processed According to the message keywords, determine the program identifier of the target applet corresponding to the interactive message to be processed.
- the background server obtains the program information of the target applet according to the program identifier of the target applet, and then sends the program information to the terminal.
- the program information includes program link information of the target applet. Distribute the program link information of the target applet through the terminal.
- the exemplary embodiments provided in this application can realize the function of distributing or invoking the applet with the help of the target service platform.
- the product level of the target service platform its logical flow can be shown in Figure 9.
- the user can actively input a clear demand through voice or typing, such as "I want to order takeaway".
- the user exposes related vague needs during the small chat, for example, mentioning "I am hungry” in the small chat.
- the intention classification of active "I want to order food” or passively exposed “I'm hungry” will fall into the mini program's intention.
- the target applet After the target applet is determined, it can be to output the guide wording, distribute the program link information of the target applet, or it can call the call interface information of the target applet, which will reach the user's final operation and return the final result.
- the background server sends the message processing result based on the program identifier of the target applet, including: the background server obtains program information of the target applet according to the program identifier; the program information includes program link information of the target applet Or call the interface information; the background server sends the message processing result based on the program information.
- the background server can look up the program information of the target applet in the local database according to the program identifier.
- the background server may also send a search request to the server of the target applet according to the program identifier, and request the program information of the target applet corresponding to the program identifier, so as to obtain the program information of the target applet.
- the program link information may include at least one link information of the link address and port number of the target applet.
- the calling interface information may include at least one link information of the link address and port number of the function module of the target applet.
- the message processing result sent by the background server based on the program information can be the program link information of the target applet, or the call interface information of the target applet, or the program link information or the page data corresponding to the call interface information.
- the message processing result fed back by the back-end server to the terminal includes program link information or call interface information, so that users can easily and quickly access the target applet through the program link or call interface information, and can also improve the target The number of uses of the applet.
- the background server sends the message processing result based on the program information, including: the background server requests the page data of the target applet according to the program information; after the background server receives the page data, based on the page data and the program Information, send the message processing result.
- the background server sends a page request to the server of the target applet according to the program information to request the page data of the target applet. After receiving the page request, the server of the target applet returns the page data to the background server according to the page request. After receiving the page data, the background server sends the message processing result to the terminal based on the page data and program information.
- the message processing result that the background server feeds back to the terminal includes page data and program information. In this way, the terminal can display page data, so that the user can more intuitively understand the services provided by the target applet.
- the background server determines the program identifier of the target applet corresponding to the interactive message to be processed according to the message keyword, including: the background server determines the candidate applet corresponding to the interactive message to be processed according to the message keyword; The background server extracts the applet characteristics of the candidate applet; the background server sorts the candidate applet according to the applet characteristics, and determines the program identifier of the candidate applet in a preset position as the program identifier of the target applet.
- the background server can determine at least one candidate applet according to the message keywords.
- the weather-corresponding applet can be China Weather Net, Moji Weather, etc.
- the target applet with the highest correlation with the interactive message to be processed is determined by sorting these candidate applets.
- the backend server can combine the applet features of the candidate applets through a linear regression model, optimize the number of times the applet is opened, and then obtain the ranking results of the applets.
- the program identifier of the candidate applet arranged in the preset position can be determined as the program identifier of the target applet.
- the preset position can be any position before, such as the first position.
- applet features can include text features and non-text features.
- the text feature may be at least one of keywords, word frequency statistics, and matching degree with the message.
- the non-text feature may be at least one of the quality score, the number of fans, and the number of times the mini program is opened.
- the exemplary embodiment provided in this application determines the target applet corresponding to the handover message to be processed by sorting the program identifiers of the candidate applets.
- the back-end server can determine a small program that better meets the needs of the user, and improve the user's satisfaction, thereby further increasing the user's viscosity.
- the background server extracting the applet characteristics of the candidate applet includes: when the candidate applet is a text applet, the background server extracts the text characteristics of the candidate applet and the non-text characteristics of the candidate applet ; Or, when the candidate applet is a non-text applet, the background server extracts the non-text characteristics of the candidate applet.
- the text applet refers to the applet that can get text answers, such as the weather applet. If the question is "Beijing weather", the applet can give the result as text, such as "Sunny, 10 degrees Celsius”.
- Non-text applets refer to applets that have no answers to the questions and directly give the page jump, such as ticket booking applets and music playing applets.
- the text feature may be at least one of keywords, word frequency statistics, and matching degree with the message.
- the non-text feature may be at least one of the quality score, the number of fans, and the number of times the mini program is opened.
- the text applet needs to extract text features and non-text features, and the non-text applet needs to extract non-text features.
- the background server can sort the candidate applets according to the characteristics of these applications to determine the target applets.
- the background server of the target service platform classifies the interactive message to be processed based on the neural network model, and the intent classification result also includes the candidate applet Logo.
- the background server pulls a list of candidate applets, and then determines whether these candidate applets are text-type applets, for example, whether they are text-type applets.
- the candidate applet is a text applet
- the background server obtains the text result of the candidate applet, extracts the text characteristics of the candidate applet according to the text results, and then extracts the non-text characteristics of the candidate applet.
- the candidate applet is a non-text applet
- the background server obtains the non-text characteristics of the candidate applet.
- the background server sorts the candidate applets based on these text features and non-text features through a logistic regression model, and then determines the target applets.
- the background server extracts both text features and non-text features from text applets, and extracts non-text features from non-text applets.
- Various factors can be comprehensively considered as much as possible. , Can make the sorting result more accurate.
- the background server can determine the target applet that is more in line with the user's needs, and improve the user's satisfaction, thereby further increasing the user's viscosity.
- the terminal displays the target interactive interface.
- a message input trigger instruction is received in the target interactive interface, it receives a pending interactive message; when the terminal receives a message sending trigger instruction in the target interactive interface, it displays the pending interactive message in the target interactive interface.
- the background server receives the interactive message to be processed; the background server classifies the interactive message to be processed to obtain the intent classification result of the interactive message to be processed; when the intent classification result includes the intent of the mini program, the background server performs semantic analysis on the interactive message to be processed to determine the Message keywords for processing interactive messages; the background server determines the program identifier of the target applet corresponding to the interactive message to be processed according to the message keywords; the background server sends the message processing result to the terminal based on the program identifier of the target applet.
- the terminal receives the message processing result returned based on the message processing request, and displays the program information based on the target applet in the target interactive interface according to the message processing result; the terminal receives the program request to send the instruction based on the displayed program information; then, the terminal according to the program
- the program information of the target applet carried in the request sending instruction sends the target program request to the server of the target applet.
- the server of the target applet returns the program response information to the terminal according to the request of the target program.
- the terminal displays the target page data according to the program response information, and receives a parameter modification instruction based on the displayed target page data; after the terminal modifies the preset parameters according to the parameter modification instruction, the terminal sends the instruction based on the program response information and receives the service request; the service request sends the instruction It includes the calling interface information of the target applet and the modified preset parameters; then the terminal sends the target service request to the server of the target applet according to the modified preset parameters and the calling interface information.
- the server of the target applet returns the service response result to the terminal according to the target service request.
- the terminal receives the service response result returned according to the target service request
- the terminal displays the service response result returned according to the target service request.
- an interactive message processing apparatus corresponding to the foregoing interactive message processing method running on a terminal is provided, including:
- the interactive message receiving module 1202 is configured to receive a pending interactive message in response to receiving a message input trigger instruction in the target interactive interface;
- the message display sending module 1204 is configured to display the pending interaction message in the target interaction interface in response to receiving a message sending trigger instruction in the target interaction interface, and send a message processing request based on the pending interaction message ;
- the message result receiving module 1206 is configured to receive the message processing result returned based on the message processing request, the message processing result being determined based on the target applet corresponding to the interactive message to be processed;
- the target message display module 1208 is configured to display a target interaction message based on the target applet in the target interaction interface according to the message processing result.
- the above interactive message processing device receives the interactive message to be processed when the message input trigger instruction is received in the target interactive interface; when the message sending trigger instruction is received in the target interactive interface, displays the interactive message to be processed in the target interactive interface, based on Send a message processing request for the interactive message to be processed; receive the message processing result returned based on the message processing request, the message processing result is determined based on the target applet corresponding to the interactive message to be processed; according to the message processing result, display the target applet in the target interactive interface
- the target interaction message Since the returned message processing result based on the target applet can be received, and the target interactive message based on the target applet can be displayed in the target interactive interface based on the message processing result, this can expand the interactive message processing function and increase user viscosity.
- the above interactive message processing device can also increase the frequency of using the applet.
- the message processing result includes program information of the target applet; the target message display module 1208 is configured to interact with each other in the target according to the program information of the target applet.
- the target interaction message based on the target applet is displayed in the interface.
- the program information includes the program link information of the target applet; the target message display module 1208 is configured to display the program link information in the target applet according to the program link information of the target applet.
- the target interactive message based on the target applet is displayed in the interactive interface.
- the program information includes call interface information of the target applet; the call interface information corresponds to the to-be-processed interactive message; the target message display module 1208 is configured to The calling interface information of the target applet is displayed in the target interaction interface based on the target interaction message of the target applet.
- the message processing result further includes page data of the target applet; the target message display module 1208 is configured to be based on the program information and the page data of the target applet , Determining a target interaction message based on the target applet; displaying the target interaction message in the target interaction interface.
- the page data includes the home page data of the target applet; the target message display module 1208 is configured to render the home page data and display it in the target interactive interface On the home page of the target applet, a hyperlink to the home page is set according to the program link information of the target applet.
- the page data includes target page data of the target applet; the target page data corresponds to the call interface information of the target applet, and the call interface information corresponds to the target applet.
- processing interactive message correspondence target message display module 1208, configured to render the target page data, display the target page of the target applet in the target interactive interface, according to the call of the target applet
- the interface information sets the hyperlink of the target page.
- it further includes:
- the service request receiving module is configured to receive a service request sending instruction based on the target page; the service request sending instruction includes program information and preset parameters of the target applet;
- the service request determination module is configured to send a target service request according to the program information and the preset parameters
- the service response receiving module is configured to receive the service response result returned based on the target service request, and display the service response result returned based on the target service request.
- the target message display module 1208 is configured to display the page data through a sub-page embedded in the target interactive interface, and set the page data according to the program information of the target applet. Hyperlink to page data.
- it further includes:
- a program request receiving module configured to receive a program request sending instruction based on the target interactive message
- the program request sending module is configured to send a target program request according to the program information of the target applet carried in the program request sending instruction;
- the program response receiving module is configured to receive the program response information returned according to the target program request, and display the program response information returned according to the target program request.
- the program response information includes target page data; the target page data corresponds to the to-be-processed interactive message; the device further includes:
- the service request receiving module is configured to receive a service request sending instruction based on the program response information; the service request sending instruction includes the calling interface information and preset parameters of the target applet;
- the service request determining module is configured to send a target service request according to the preset parameters and the calling interface information
- the service response receiving module is configured to receive the service response result returned according to the target service request, and display the service response result returned according to the target service request.
- it further includes: a modification instruction receiving module.
- a modification instruction receiving module configured to receive a parameter modification instruction based on the program response information
- the service request receiving module is further configured to, after modifying the preset parameters according to the parameter modification instruction, receive a service request sending instruction based on the program response information;
- the service request sending instruction includes the calling interface information of the target applet and the modified preset parameters.
- an interactive message processing apparatus corresponding to the foregoing interactive message processing method running on a background server, including:
- the interactive message receiving module 1302 is configured to receive to-be-processed interactive messages
- the message intent classification module 1304 is configured to perform intent classification on the to-be-processed interactive message to obtain an intent classification result of the to-be-processed interactive message;
- the message semantic analysis module 1306 is configured to perform semantic analysis on the interactive message to be processed in response to the intent classification result including the intent of the applet, and determine the message keywords of the interactive message to be processed;
- the target program determining module 1308 is configured to determine the program identifier of the target applet corresponding to the interactive message to be processed according to the message keyword;
- the message result sending module 1310 is configured to send the message processing result based on the program identifier of the target applet.
- the above interactive message processing device receives the interactive message to be processed; classifies the intent of the interactive message to be processed to obtain the intent classification result of the interactive message to be processed; performs semantic analysis on the interactive message to be processed to determine the message keyword of the interactive message to be processed; according to the message key Word, determine the program identifier of the target applet corresponding to the interactive message to be processed; send the message processing result based on the program identifier of the target applet. Since the message processing result based on the target applet can be fed back, the interactive message processing function can be expanded, and the user viscosity can be improved. At the same time, due to the limitations of the way of obtaining the applet, the above interactive message processing device can also increase the number of times the target applet is used. In addition, based on the interactive message processing device of this embodiment, it is also easy to form a closed operation loop, thereby facilitating the statistics of traffic revenue.
- it further includes: a message feature extraction module
- the message feature extraction module is configured to extract the message feature of the interactive message to be processed
- the message intent classification module 1304 is also configured to perform a preset intent classification mapping on the message features through a neural network model to obtain an intent classification result of the interactive message to be processed.
- the neural network model is a fully connected neural network model.
- the message intention classification module 1304 is further configured to perform convolutional mapping on the message features through the convolutional layer of the fully connected neural network model to obtain a convolution result; and pair the message features through the pooling layer of the fully connected neural network model The convolution result is pooled and mapped to obtain a pooled result; the pooled result is fully connected to the pooled result through the fully connected layer of the fully connected neural network model to obtain the intention classification result of the interactive message to be processed.
- it further includes: a voice recognition module;
- a voice recognition module configured to perform voice recognition on the to-be-processed interactive message to obtain a text message
- the message feature extraction module is also configured to extract the message feature of the text message.
- it further includes: a program information determining module
- the program information determining module is configured to obtain program information of the target applet according to the program identifier; the program information includes program link information or call interface information of the target applet;
- the message result sending module 1310 is also configured to send the message processing result based on the program information.
- it further includes: a page data request module
- the page data request module is configured to request the page data of the target applet according to the program information
- the message result sending module 1310 is further configured to send a message processing result based on the page data and the program information after receiving the page data.
- it further includes: a candidate program determination module and a program feature extraction module;
- the candidate program determining module is configured to determine the candidate applet corresponding to the interactive message to be processed according to the message keyword;
- the program feature extraction module is configured to extract the applet characteristics of the candidate applet
- the target program determining module 1308 is further configured to sort the candidate applets according to the characteristics of the applets, and determine the program identifiers of the candidate applets in a preset position as the program of the target applet Logo.
- the program feature extraction module is configured to extract text features of the candidate applet and non-text features of the candidate applet in response to the candidate applet being a text applet; Alternatively, it is configured to extract the non-text feature of the candidate applet in response to the candidate applet being a non-text applet.
- a computer device is provided, and the computer device may be a server or a terminal.
- the computer equipment includes a processor, a memory, a network interface, a display screen and an input device connected through a system bus.
- the processor of the computer device is used to provide calculation and control capabilities.
- the memory of the computer device includes a non-volatile storage medium and an internal memory.
- the non-volatile storage medium stores an operating system and a computer program.
- the internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium.
- the network interface of the computer device is used to communicate with an external terminal through a network connection.
- the computer program is executed by the processor to realize an interactive message processing method.
- FIG. 14 is only a block diagram of part of the structure related to the solution of the present application, and does not constitute a limitation on the computer equipment to which the solution of the present application is applied.
- the specific computer equipment may include More or fewer parts than shown in the figure, or some parts are combined, or have a different arrangement of parts.
- a computer device in another embodiment, is provided, and the computer device may be a server or a terminal.
- the computer device includes a memory and a processor, the memory stores a computer program, and the processor implements the steps of the interactive message processing method when the computer program is executed.
- a computer-readable storage medium is provided, and a computer program is stored thereon, and when the computer program is executed by a processor, the steps of the above interactive message processing method are realized.
- Non-volatile memory may include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), or flash memory.
- Volatile memory may include random access memory (RAM) or external cache memory.
- RAM is available in many forms, such as static RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDRSDRAM), enhanced SDRAM (ESDRAM), synchronous chain Channel (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM), etc.
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Abstract
Description
Claims (29)
- 一种交互消息处理方法,其特征在于,应用于终端,所述方法包括:响应于目标交互界面中接收到消息输入触发指令,接收待处理交互消息;响应于所述目标交互界面中接收到消息发送触发指令,在所述目标交互界面中显示所述待处理交互消息,基于所述待处理交互消息发送消息处理请求;接收基于所述消息处理请求返回的消息处理结果,所述消息处理结果基于所述待处理交互消息对应的目标小程序确定;根据所述消息处理结果,在所述目标交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求1所述的方法,其特征在于,所述消息处理结果包括所述目标小程序的程序信息;所述根据所述消息处理结果,在所述目标交互界面中展示基于所述目标小程序的目标交互消息,包括:根据所述目标小程序的所述程序信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求2所述的方法,其特征在于,所述程序信息包括所述目标小程序的程序链接信息;所述根据所述目标小程序的所述程序信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息,包括:根据所述目标小程序的所述程序链接信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求2所述的方法,其特征在于,所述程序信息包括所述目标小程序的调用接口信息;所述调用接口信息与所述待处理交互消息对应;所述根据所述目标小程序的所述程序信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息,包括:根据所述目标小程序的所述调用接口信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求2所述的方法,其特征在于,所述消息处理结果还包括所述目标小程序的页面数据;所述根据所述目标小程序的所述程序信息,在所述目标交互界面中展示基于所述目标小程序的目标交互消息,包括:根据所述目标小程序的所述程序信息及所述页面数据,确定基于所述目标小程序的目标交互消息;在所述目标交互界面中展示所述目标交互消息。
- 根据权利要求5所述的方法,其特征在于,所述页面数据包括所述目标小程序的首页页面数据;所述在所述目标交互界面中展示所述目标交互消息,包括:对所述首页页面数据进行渲染,在所述目标交互界面中展示所述目标小程序的首页页面,根据所述目标小程序的程序链接信息设置所述首页页面的超级链接。
- 根据权利要求5所述的方法,其特征在于,所述页面数据包括所述目标小程序的目标页面数据;所述目标页面数据与所述目标小程序的调用接口信息对应,所述调用接口信息与所述待处理交互消息对应;所述在所述目标交互界面中展示所述目标交互消息,包括:对所述目标页面数据进行渲染,在所述目标交互界面中展示所述目标小程序的目标页面, 根据所述目标小程序的所述调用接口信息设置所述述目标页面的超级链接。
- 根据权利要求7所述的方法,其特征在于,所述对所述目标页面数据进行渲染,在所述目标交互界面中展示所述目标小程序的目标页面,根据所述目标小程序的所述调用接口信息设置所述述目标页面的超级链接,之后还包括:基于所述目标页面,接收服务请求发送指令;所述服务请求发送指令包括所述目标小程序的程序信息及预设参数;根据所述程序信息及所述预设参数发送目标服务请求;接收所述目标服务请求返回的服务响应结果;展示基于所述目标服务请求返回的服务响应结果。
- 根据权利要求5所述的方法,其特征在于,所述在所述目标交互界面中展示所述目标交互消息,包括:通过嵌入在所述目标交互界面中的子页面展示所述页面数据,根据所述目标小程序的所述程序信息设置所述页面数据的超级链接。
- 根据权利要求1至9任一所述的方法,其特征在于,所述根据所述消息处理结果,在所述目标交互界面中展示基于所述目标小程序的目标交互消息,之后还包括:基于所述目标交互消息接收程序请求发送指令;根据所述程序请求发送指令携带的所述目标小程序的程序信息,发送目标程序请求;接收根据所述目标程序请求返回的程序响应信息;展示根据所述目标程序请求返回的所述程序响应信息。
- 根据权利要求10所述的方法,其特征在于,所述程序响应信息包括目标页面数据;所述目标页面数据与所述待处理交互消息对应;所述发送所述目标程序请求之后,接收根据所述目标程序请求返回的程序响应信息,展示基于所述目标程序请求返回的程序响应信息,之后还包括:基于所述程序响应信息接收服务请求发送指令;所述服务请求发送指令中包括所述目标小程序的调用接口信息及预设参数;根据所述预设参数及所述调用接口信息发送目标服务请求;接收所述目标服务请求返回的服务响应结果;展示根据所述目标服务请求返回的服务响应结果。
- 根据权利要求11所述的方法,其特征在于,所述基于所述程序响应信息接收服务请求发送指令,包括:基于所述程序响应信息接收参数修改指令;在根据所述参数修改指令修改所述预设参数之后,基于所述程序响应信息据接收服务请求发送指令;所述服务请求发送指令中包括所述目标小程序的所述调用接口信息及修改后的所述预设参数。
- 一种交互消息处理方法,其特征在于,应用于后台服务器,所述方法包括:接收待处理交互消息;对所述待处理交互消息进行意图分类,得到所述待处理交互消息的意图分类结果;响应于所述意图分类结果包括小程序意图,对所述待处理交互消息进行语义分析,确定所述待处理交互消息的消息关键词;根据所述消息关键词,确定所述待处理交互消息对应的目标小程序的程序标识;基于所述目标小程序的所述程序标识,发送消息处理结果。
- 根据权利要求13所述的方法,其特征在于,所述对所述待处理交互消息进行意图分类,得到所述待处理交互消息的意图分类结果,包括:提取所述待处理交互消息的消息特征;通过神经网络模型对所述消息特征进行预设意图分类映射,得到所述待处理交互消息的意图分类结果。
- 根据权利要求14所述的方法,其特征在于,所述神经网络模型为全连接神经网络模型;所述通过神经网络模型对所述消息特征进行预设意图分类映射,得到所述待处理交互消息的意图分类结果,包括:通过所述全连接神经网络模型的卷积层对所述消息特征进行卷积映射,得到卷积结果;通过所述全连接神经网络模型的池化层对所述卷积结果进行池化映射,得到池化结果;通过所述全连接神经网络模型的全连接层对所述池化结果进行全连接映射,得到所述待处理交互消息的意图分类结果。
- 根据权利要求14所述的方法,其特征在于,所述提取所述待处理交互消息的消息特征,包括:对所述待处理交互消息进行语音识别,得到文本消息;提取所述文本消息的消息特征。
- 根据权利要求13所述的方法,其特征在于,所述基于所述目标小程序的所述程序标识,发送消息处理结果,包括:根据所述程序标识,获取所述目标小程序的程序信息;所述程序信息包括所述目标小程序的程序链接信息或调用接口信息;基于所述程序信息,发送消息处理结果。
- 根据权利要求17所述的方法,其特征在于,所述基于所述程序信息,发送消息处理结果,包括:根据所述程序信息,请求所述目标小程序的页面数据;在接收到所述页面数据后,基于所述页面数据及所述程序信息,发送消息处理结果。
- 根据权利要求13所述的方法,其特征在于,所述根据所述消息关键词,确定所述待处理交互消息对应的目标小程序的程序标识,包括:根据所述消息关键词,确定所述待处理交互消息对应的候选小程序;提取所述候选小程序的小程序特征;根据所述小程序特征对所述候选小程序进行排序,将排在预设位置的所述候选小程序的程序标识,确定为所述目标小程序的程序标识。
- 根据权利要求19所述的方法,其特征在于,所述提取所述候选小程序的小程序特征,包括:响应于所述候选小程序为文本类小程序,提取所述候选小程序的文本特征及所述候选小程序的非文本特征;或者,响应于所述候选小程序为非文本类小程序,提取所述候选小程序的非文本特征。
- 一种交互消息处理装置,所述装置包括:交互消息接收模块,被配置为响应于目标交互界面中接收到消息输入触发指令,接收待处理交互消息;消息显示发送模块,被配置为响应于所述目标交互界面中接收到消息发送触发指令,在所述目标交互界面中显示所述待处理交互消息,基于所述待处理交互消息发送消息处理请求;消息结果接收模块,被配置为接收基于所述消息处理请求返回的消息处理结果,所述消息处理结果基于所述待处理交互消息对应的目标小程序确定;目标消息展示模块,被配置为根据所述消息处理结果,在所述目标交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求21所述的装置,其特征在于,所述消息处理结果包括所述目标小程序的程序信息;所述目标消息展示模块,还被配置为根据所述目标小程序的所述程序信息,在所述目标 交互界面中展示基于所述目标小程序的目标交互消息。
- 根据权利要求22所述的装置,其特征在于,所述消息处理结果还包括所述目标小程序的页面数据;所述目标消息展示模块,还被配置为根据所述目标小程序的所述程序信息及所述页面数据,确定基于所述目标小程序的目标交互消息;在所述目标交互界面中展示所述目标交互消息。
- 根据权利要求21至23任一所述的装置,其特征在于,所述装置还包括:程序请求接收模块,被配置为基于所述目标交互消息接收程序请求发送指令;程序请求发送模块,被配置为根据所述程序请求发送指令携带的所述目标小程序的程序信息,发送目标程序请求;程序响应接收模块,被配置为接收根据所述目标程序请求返回的程序响应信息,展示根据所述目标程序请求返回的程序响应信息。
- 一种交互消息处理装置,所述装置包括:交互消息接收模块,被配置为接收待处理交互消息;消息意图分类模块,被配置为对所述待处理交互消息进行意图分类,得到所述待处理交互消息的意图分类结果;消息语义分析模块,被配置为响应于所述意图分类结果包括小程序意图,对所述待处理交互消息进行语义分析,确定所述待处理交互消息的消息关键词;目标程序确定模块,被配置为根据所述消息关键词,确定所述待处理交互消息对应的目标小程序的程序标识;消息结果发送模块,被配置为基于所述目标小程序的所述程序标识,发送消息处理结果。
- 根据权利要求25所述的装置,其特征在于,所述装置还包括:消息特征提取模块;所述消息特征提取模块,被配置为提取所述待处理交互消息的消息特征;所述消息意图分类模块,还被配置为通过神经网络模型对所述消息特征进行预设意图分类映射,得到所述待处理交互消息的意图分类结果。
- 根据权利要求25所述的装置,其特征在于,所述装置还包括:程序信息确定模块;所述程序信息确定模块,被配置为根据所述程序标识,获取所述目标小程序的程序信息;所述程序信息包括所述目标小程序的程序链接信息或调用接口信息;所述消息结果发送模块,还被配置为基于所述程序信息,发送消息处理结果。
- 一种计算机设备,包括存储器和处理器,所述存储器存储有计算机程序,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1-20任意一项所述的方法的步骤。
- 一种计算机可读存储介质,其上存储有计算机程序,其特征在于,所述计算机程序被处理器执行时实现权利要求1-20任意一项所述的方法的步骤。
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Application Number | Priority Date | Filing Date | Title |
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JP2021522073A JP2022505659A (ja) | 2019-03-26 | 2020-03-13 | インタラクティブメッセージ処理方法、装置、コンピュータ機器及びコンピュータプログラム |
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