Supervision index configuration method and equipment

By extracting the semantic characteristics of supervision clauses and determining the clause types, using similarity to match the historical supervision clauses to configure supervision indicators, the problems of redundancy and low configuration efficiency of supervision indicators in the existing technology are solved, and more efficient and automated supervision indicator configurations are achieved.

CN119722331APending Publication Date: 2025-03-28INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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Patent Information

Application Number
CN202411863670.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-12-17
Publication Date
2025-03-28

AI Technical Summary

Technical Problem

The existing supervision indicator configuration methods have a lot of redundancy, low configuration efficiency, rely on manual experience, and low levels of automation and standardization.

Method used

By obtaining the semantic characteristics of supervision clauses, determining the clause type, and configuring supervision indicators based on historical supervision clauses with similarity greater than a certain threshold to avoid redundancy and improve efficiency.

Benefits of technology

It effectively avoids the redundancy of supervision indicators, improves configuration efficiency, makes supervision indicator configuration more automated and standardized, and reduces manual operation costs.

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Abstract

The invention provides a supervision index configuration method and equipment, and relates to the field of financial science and technology or other related fields. The method comprises the following steps: acquiring a first supervision term and extracting a semantic feature of the first supervision term; according to the semantic features, determining the clause type of the first supervision clause; according to the clause type, determining a second supervision clause whose similarity with the first supervision clause is greater than a first similarity threshold; and configuring a supervision index for the first supervision clause according to the supervision index of the second supervision clause. According to the method provided by the invention, the increase of the redundancy of the supervision index is avoided, and the supervision effect is improved.
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Description

Technical Field

[0001] The present application relates to the field of financial technology or other related fields, and in particular to a method and device for configuring supervision indicators. Background Art

[0002] In recent years, the supervision requirements of regulatory agencies on financial institutions have shown explosive growth, and at the same time, customers' supervision needs for investment activities have become increasingly diverse. To meet these requirements, financial institutions must rely on efficient and accurate supervision systems to ensure the compliance and risk controllability of their investment activities. The core of the supervision system lies in the configuration of supervision indicators, which directly reflect whether the investment behavior of financial institutions complies with established regulatory rules and customer requirements.

[0003] At present, the configuration of supervision indicators mainly depends on the experience inheritance and practical accumulation of business personnel. Specifically, business personnel first need to deeply understand and interpret the supervision clauses, which usually contain complex regulatory requirements and investment specifications. On this basis, business personnel will create corresponding supervision rules according to the content of the clauses, and based on the supervision rules, create specific supervision indicators to quantify the compliance and risk level of investment activities. Finally, business personnel will review the created supervision indicators to ensure their rationality and effectiveness. The entire configuration process is highly dependent on the professional knowledge and experience judgment of business personnel.

[0004] However, there is a lot of redundancy in the supervisory indicators configured using the above method, and the configuration efficiency of the supervisory indicators is low. Summary of the invention

[0005] The present application provides a supervision indicator configuration method and device to solve the technical problem that a large number of redundant indicators will be generated by adopting the existing supervision indicator configuration method.

[0006] In a first aspect, the present application provides a supervision indicator configuration method, comprising:

[0007] Obtaining a first supervised clause and extracting a semantic feature of the first supervised clause;

[0008] Determine the clause type of the first supervision clause according to the semantic features;

[0009] Determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold;

[0010] According to the supervision indicators of the second supervision clause, the supervision indicators are configured for the first supervision clause.

[0011] In a second aspect, the present application provides a supervision indicator configuration device, comprising:

[0012] An acquisition module, used for acquiring a first supervision clause and extracting a semantic feature of the first supervision clause;

[0013] A determination module, used to determine the clause type of the first supervision clause according to the semantic feature;

[0014] The determination module is further used to determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold;

[0015] The configuration module is used to configure the supervision indicator for the first supervision clause according to the supervision indicator of the second supervision clause.

[0016] In a third aspect, an embodiment of the present application provides an electronic device, including: a memory, a processor;

[0017] Memory stores computer-executable instructions;

[0018] The processor executes the computer-executable instructions stored in the memory, so that the processor executes the above first aspect and / or various possible implementations of the first aspect.

[0019] In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium, in which computer-executable instructions are stored. When the computer-executable instructions are executed by a processor, they are used to implement the first aspect above and / or various possible implementations of the first aspect.

[0020] In a fifth aspect, an embodiment of the present application provides a computer program product, including a computer program, which, when executed by a processor, implements the above first aspect and / or various possible implementation methods of the first aspect.

[0021] The supervision indicator configuration method and device provided in the present application avoid an increase in the redundancy of supervision indicators by determining a second supervision clause whose similarity with the first supervision clause is greater than a first similarity threshold, and configuring supervision indicators for the first supervision clause according to the supervision indicators of the second supervision clause. In addition, compared with the existing supervision configuration method, the method of the present application has a higher efficiency in supervision indicator configuration. BRIEF DESCRIPTION OF THE DRAWINGS

[0022] The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the present application and, together with the description, serve to explain the principles of the present application.

[0023] Figure 1 A flowchart of a supervision indicator configuration method provided for this application;

[0024] Figure 2 A flowchart of another supervision indicator configuration method provided for this application;

[0025] Figure 3 A schematic diagram of the structure of a monitoring indicator configuration device provided in this application;

[0026] Figure 4 A schematic diagram of the structure of an electronic device provided in this application.

[0027] The above drawings have shown clear embodiments of the present application, which will be described in more detail later. These drawings and text descriptions are not intended to limit the scope of the present application in any way, but to illustrate the concept of the present application to those skilled in the art by referring to specific embodiments. DETAILED DESCRIPTION

[0028] Exemplary embodiments will be described in detail herein, examples of which are shown in the accompanying drawings. When the following description refers to the drawings, the same numbers in different drawings represent the same or similar elements unless otherwise indicated. The implementations described in the following exemplary embodiments do not represent all implementations consistent with the present application. Instead, they are merely examples of devices and methods consistent with some aspects of the present application as detailed in the appended claims.

[0029] It should be noted that the supervision indicator configuration method and device provided in this application can be used in the field of financial technology, and can also be used in any field other than financial technology. The application field of the supervision indicator configuration method and device in this application is not limited.

[0030] In recent years, there have been more and more investment supervision requirements from regulators and customers. In order to implement the supervision requirements, the supervision system needs to configure corresponding supervision indicators for the supervision clauses to quantify the compliance of investment activities.

[0031] At present, the configuration of supervision indicators is highly dependent on the experience and practice of business personnel. Specifically, when receiving new supervision clauses, business personnel need to read and understand the new supervision clauses, create corresponding supervision rules, configure rule attributes, and then create supervision dimensions according to the supervision rules, configure supervision indicators according to the supervision dimensions, and finally complete the configuration process of supervision indicators when they review and confirm that the supervision indicators meet the requirements of the supervision clauses.

[0032] However, the above-mentioned supervision indicator configuration method is prone to configuring repeated or similar supervision indicators, resulting in redundant supervision indicators and increased computational pressure on the supervision system. In addition, the configuration of supervision indicators relies on manual work, with low levels of configuration automation and standardization, and low configuration efficiency.

[0033] The supervision indicator configuration method and device provided in this application are intended to solve the above technical problems of the prior art. In this method, by comparing the new supervision clause with the historical supervision clause, the supervision indicator of the new supervision clause is configured according to the supervision indicator of the historical supervision clause similar to the new supervision clause, thereby avoiding adding repeated or similar supervision indicators and improving the configuration efficiency of the supervision indicator.

[0034] The technical solution of the present application and how the technical solution of the present application solves the above-mentioned technical problems are described in detail below with specific embodiments. The following specific embodiments can be combined with each other, and the same or similar concepts or processes may not be repeated in some embodiments. The embodiments of the present application will be described below in conjunction with the accompanying drawings.

[0035] Figure 1 A flowchart of a supervision indicator configuration method provided in this application. Figure 1 As shown, with the supervision system as the execution subject, the supervision indicator configuration method of this embodiment includes the following steps:

[0036] S101, obtaining a first supervision clause and extracting semantic features of the first supervision clause.

[0037] In this embodiment, the first supervision clause is a supervision clause without a supervision indicator configured. The supervision system can receive the first supervision clause input by a user or automatically obtained through an interface. The first supervision clause can exist in text form, describing the supervision requirements for a certain business or process.

[0038] The supervision system can preprocess the first supervision clause in text form and convert it into a vector representation. For example, punctuation marks, word segmentation, and stop words can be removed to improve the accuracy of semantic feature extraction. The supervision system can use natural language processing technology to extract semantic features from the vectorized first supervision clause. The extracted semantic features can be word vectors or sentence vectors.

[0039] S102. Determine the clause type of the first supervision clause according to the semantic feature.

[0040] Specifically, the supervision system can map the extracted semantic features into a predefined clause type space. The clause type corresponds to the asset type. For example, occupational annuities, public funds, insurance assets, etc. belong to the same asset type, and their corresponding clause types are also the same.

[0041] The supervision system may use classification algorithms, such as support vector machines, decision trees, neural networks, etc., to classify semantic features, thereby determining the clause type to which the first supervision clause belongs.

[0042] S103. Determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold.

[0043] Specifically, the supervision system can search and determine the supervision clauses of the same type as the first supervision clause in the historical supervision clauses, and use the semantic similarity calculation method to evaluate the similarity between the first supervision clause and the historical supervision clauses of the same type. The historical supervision clause with a similarity greater than the first similarity threshold is the second supervision clause. When the supervision system outputs the second supervision clause, it can output the indicator code of the supervision indicator corresponding to the second supervision clause and the matching degree between the second supervision clause and the first supervision clause.

[0044] It can be understood that the first similarity threshold can be set according to application scenario requirements, and this embodiment does not limit it.

[0045] S104. According to the supervision indicators of the second supervision clause, configure supervision indicators for the first supervision clause.

[0046] For example, if there is only one second supervision clause, the supervision indicator of the second supervision clause will be used as the supervision indicator of the first supervision clause.

[0047] Optionally, the supervision system may also review the configured supervision indicators according to the semantic features of the first supervision clause to ensure that the configured supervision indicators meet the business needs and supervision requirements.

[0048] The supervision indicator configuration method provided in this embodiment screens the second supervision clause that is similar to the first supervision clause in the historical supervision clauses according to the semantic features of the first supervision clause, and configures the supervision indicators of the first supervision clause according to the supervision indicators of the second supervision clause, thereby avoiding redundancy of supervision indicators caused by adding repeated or similar supervision indicators. The configuration process is completed by the supervision system, making the configuration of supervision indicators more automated and standardized, thereby improving configuration efficiency.

[0049] Figure 2 A flowchart of another supervision indicator configuration method provided in this application. Figure 2 As shown, with the supervision system as the execution subject, the supervision indicator configuration method of this embodiment includes the following steps:

[0050] S201, obtaining a first supervision clause and extracting semantic features of the first supervision clause.

[0051] S202: Determine the clause type of the first supervision clause according to the semantic feature.

[0052] In this embodiment, the specific implementation methods of steps S201 and S202 are respectively as follows: Figure 1 Steps S101 and S102 in the embodiment are similar and will not be described in detail in this embodiment.

[0053] S203. Determine a clause template for the first supervision clause according to the clause type.

[0054] Specifically, different clause types correspond to different clause templates. It can be understood that the clause templates corresponding to each type of historical supervision clause are stored in a preset clause template library.

[0055] After the supervision system determines the clause type of the first supervision clause, it can determine the clause template of the first supervision clause from the clause templates corresponding to the historical supervision clauses of the same clause type. Optionally, the supervision system can adjust the selected clause template according to the characteristics of the first supervision clause to ensure the accuracy of subsequent matching.

[0056] Optionally, the supervision system may first classify the historical supervision clauses, and configure a clause template for each category of historical supervision clauses. It is understandable that the similarity of historical supervision clauses of the same category is greater than the second similarity threshold.

[0057] Specifically, the supervision system can pre-process the historical supervision clauses, for example, remove duplicate and invalid information, etc. After pre-processing, the supervision system calculates the similarity between two historical supervision clauses, selects similar supervision clauses as the same category, and configures a clause template for the historical supervision clauses of each category according to the characteristics of the historical supervision clauses of the category, and the clause template contains the key factors of the supervision clauses of this type.

[0058] Optionally, after classification, the supervision system may merge categories with fewer supervision clauses, or classify the supervision clauses within these categories into other categories.

[0059] By configuring a clause template for each type of historical supervision clause, it is convenient to select a clause template applicable to the first supervision clause from the clause template of the historical supervision clause according to the clause type of the first supervision clause, so as to select a second supervision clause similar to the first supervision clause from the historical supervision clauses according to the clause template, and then configure supervision indicators for the first supervision clause according to the supervision indicators of the second supervision clause, thereby improving the configuration efficiency and standardization of supervision indicators.

[0060] Optionally, the supervision system may classify the historical supervision clauses according to the semantic features of the historical supervision clauses using a similarity calculation model.

[0061] Specifically, the supervision system can use the feature selection algorithm to select some features from the semantic features of historical supervision clauses according to classification requirements, and then use the clustering algorithm to classify the historical supervision clauses according to similarity. By screening semantic features, the number of features can be reduced and the classification efficiency can be improved. The historical supervision clauses can be classified through the similarity calculation model, which improves the classification efficiency and classification accuracy.

[0062] S204. Match the first supervision clause with the historical supervision clause according to the clause template, and determine a second supervision clause from the historical supervision clauses, the second supervision clause having a similarity with the first supervision clause greater than a first similarity threshold.

[0063] Specifically, the supervision system can calculate the similarity of each element between the first supervision clause and the historical supervision clause based on multiple elements in the clause template, and then determine the similarity between the first supervision clause and the historical supervision clause based on the similarity of each element, and then match the second supervision clause whose similarity with the first supervision clause is greater than the first similarity threshold.

[0064] By using a clause template to match the first supervision clause with the historical supervision clause, the matching scope is narrowed, the matching efficiency is improved, and the similarity matching standards are more unified.

[0065] S205: When there are multiple second supervision clauses, obtain the supervision indicator corresponding to each second supervision clause.

[0066] In this embodiment, the historical supervision clauses are all clauses that have been configured with supervision indicators, and the second supervision clauses, as historical supervision clauses, all have corresponding supervision indicators. When multiple second supervision clauses are determined, the supervision system can obtain the supervision indicator corresponding to each second supervision clause from the database.

[0067] If the supervision indicators corresponding to the multiple second supervision clauses are the same supervision indicator, the supervision system may configure the supervision indicator as the supervision indicator of the first supervision clause.

[0068] If the supervision indicators corresponding to the multiple second supervision clauses are multiple supervision indicators, step S206 is executed.

[0069] S206: Fusion the supervision indicators corresponding to the multiple second supervision clauses to obtain a target supervision indicator.

[0070] S207. Determine the target supervision indicator as the supervision indicator of the first supervision clause.

[0071] Specifically, when fusing multiple supervisory indicators, the supervisory system can determine the fusion strategy according to the type of supervisory indicators. For example, for quantitative indicators in the supervisory indicators, the average value of multiple indicators can be used as the target indicator, or a weighted average can be performed according to the weight of the indicator.

[0072] For each indicator item in the supervision index, the supervision system can fuse multiple supervision indicators, and can also adjust the fused indicator item according to the semantic characteristics of the first supervision indicator, and finally obtain the supervision indicator suitable for the first supervision item.

[0073] By integrating the supervision indicators of multiple second supervision clauses to configure indicators for the first supervision clause, the configured supervision indicators are made more reasonable and effective, and the supervision effect is better when used for supervision.

[0074] Optionally, the supervision system may standardize the indicator items in the supervision indicator corresponding to the second supervision clause; and merge the multiple indicator items after the standardization into the target supervision indicator.

[0075] The supervision system can unify the same indicator items in multiple supervision indicators according to the characteristics of the first supervision clause, so that the same indicator items between multiple supervision indicators are comparable, thereby ensuring the accuracy of fusion.

[0076] The supervision indicator configuration method provided in this embodiment matches the first supervision clause with the second supervision clause and then configures the supervision indicator through a similarity calculation model, which can improve the matching accuracy, avoid adding redundant supervision indicators, effectively alleviate the computational pressure of the supervision system caused by the redundancy of supervision indicators, and reduce the operational risks of supervision business personnel, improve the standardization and automation of supervision indicator configuration, reduce labor costs, and improve the configuration efficiency of supervision indicators.

[0077] Figure 3 A schematic diagram of the structure of a monitoring indicator configuration device provided in this application, such as Figure 3 As shown, the supervision indicator configuration device 10 of this embodiment is used to implement the operation corresponding to the supervision system in any of the above method embodiments. The supervision indicator configuration device 10 provided in this embodiment includes:

[0078] An acquisition module 11, used to acquire a first supervision clause and extract a semantic feature of the first supervision clause;

[0079] A determination module 12, used to determine the clause type of the first supervision clause according to the semantic feature;

[0080] The determination module 12 is further used to determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold;

[0081] The configuration module 13 is used to configure the supervision indicator for the first supervision clause according to the supervision indicator of the second supervision clause.

[0082] In a possible implementation, when there are multiple second supervision clauses, the acquisition module 11 is further used to obtain the supervision indicator corresponding to each second supervision clause;

[0083] The configuration module 13 is specifically used to merge the supervision indicators corresponding to the multiple second supervision clauses to obtain the target supervision indicator; and determine the target supervision indicator as the supervision indicator of the first supervision clause.

[0084] In a possible implementation, the configuration module 13 is specifically used to standardize the indicator items in the supervision indicator corresponding to the second supervision clause;

[0085] The standardized multiple index items are integrated into the target supervision index.

[0086] In a possible implementation, the determination module 12 is specifically configured to determine a clause template of the first supervision clause according to the clause type;

[0087] According to the clause template, the first supervision clause is matched with the historical supervision clause, and a second supervision clause whose similarity with the first supervision clause is greater than a first similarity threshold is determined from the historical supervision clauses.

[0088] In a possible implementation, the configuration module 13 is further used to classify the historical supervision clauses, and the similarity of the historical supervision clauses in the same category is greater than a second similarity threshold; and configure a clause template for each category of historical supervision clauses.

[0089] In a possible implementation, the configuration module 13 is specifically configured to classify the historical supervision clauses according to the semantic features of the historical supervision clauses by using a similarity calculation model.

[0090] The supervision indicator configuration device 10 provided in this embodiment can execute the method provided in the above method embodiment, and its implementation principle and technical effect are similar, which will not be described in detail in this embodiment.

[0091] Figure 4 This is a schematic diagram of the structure of an electronic device provided in this application. Figure 4 As shown, the electronic device 20 provided in this embodiment includes: a memory 21 and at least one processor 22. Optionally, the device 20 also includes a communication component 23. The memory 21, the processor 22 and the communication component 23 are connected via a bus 24.

[0092] In a specific implementation process, at least one processor 22 executes the computer-executable instructions stored in the memory 21, so that at least one processor 22 executes the above method.

[0093] The specific implementation process of the processor 22 can be found in the above method embodiment, and its implementation principle and technical effect are similar, so this embodiment will not be repeated here.

[0094] In the above embodiments, it should be understood that the processor may be a central processing unit (CPU), or other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), etc. A general-purpose processor may be a microprocessor or the processor may be any conventional processor, etc. The steps of the method disclosed in the invention may be directly embodied as being executed by a hardware processor, or may be executed by a combination of hardware and software modules in the processor.

[0095] The memory may include a high-speed memory (Random Access Memory, RAM), and may also include a non-volatile memory (NVM), such as at least one disk storage.

[0096] The bus can be an Industry Standard Architecture (ISA) bus, a Peripheral Component Interconnect (PCI) bus, or an Extended Industry Standard Architecture (EISA) bus, etc. The bus can be divided into an address bus, a data bus, a control bus, etc. For ease of representation, the bus in the drawings of this application is not limited to only one bus or one type of bus.

[0097] The present application also provides a computer program product, including a computer program, which implements the above method when executed by a processor.

[0098] The present application also provides a computer-readable storage medium, in which computer-executable instructions are stored. When a processor executes the computer-executable instructions, the above method is implemented.

[0099] The above-mentioned readable storage medium can be implemented by any type of volatile or non-volatile storage device or a combination thereof, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic disk or optical disk. The readable storage medium can be any available medium that can be accessed by a general or special-purpose computer.

[0100] An exemplary readable storage medium is coupled to a processor so that the processor can read information from the readable storage medium and write information to the readable storage medium. Of course, the readable storage medium can also be an integral part of the processor. The processor and the readable storage medium can be located in an application specific integrated circuit (ASIC). Of course, the processor and the readable storage medium can also exist in a device as discrete components.

[0101] The division of units is only a logical function division, and there may be other divisions in actual implementation, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be an indirect coupling or communication connection through some interface, device or unit, which can be electrical, mechanical or other forms.

[0102] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.

[0103] In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit.

[0104] If the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, or the part that contributes to the prior art, or the part of the technical solution, can be embodied in the form of a software product. The computer software product is stored in a storage medium, including several instructions for a computer device (which can be a personal computer, server, or network device, etc.) to perform all or part of the steps of the methods of each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.

[0105] Those skilled in the art can understand that all or part of the steps of implementing the above-mentioned method embodiments can be completed by hardware related to program instructions. The aforementioned program can be stored in a computer-readable storage medium. When the program is executed, the steps of the above-mentioned method embodiments are executed; and the aforementioned storage medium includes: ROM, RAM, disk or optical disk and other media that can store program codes.

[0106] It should be noted that, for the aforementioned method embodiments, for the sake of simplicity, they are all expressed as a series of action combinations, but those skilled in the art should be aware that the present application is not limited by the described order of actions, because according to the present application, certain steps can be performed in other orders or simultaneously. Secondly, those skilled in the art should also be aware that the embodiments described in the specification are all optional embodiments, and the actions and modules involved are not necessarily required by the present application.

[0107] It should be further noted that, although the various steps in the flowchart are displayed in sequence according to the indication of the arrows, these steps are not necessarily executed in sequence in the order indicated by the arrows. Unless there is a clear description in this article, the execution of these steps is not strictly limited in order, and these steps can be executed in other orders. Moreover, at least a portion of the steps in the flowchart may include multiple sub-steps or multiple stages, and these sub-steps or stages are not necessarily executed at the same time, but can be executed at different times, and the execution order of these sub-steps or stages is not necessarily to be carried out in sequence, but can be executed in turn or alternately with other steps or at least a portion of the sub-steps or stages of other steps.

[0108] In the above embodiments, the description of each embodiment has its own emphasis. For the part not described in detail in a certain embodiment, please refer to the relevant description of other embodiments. The technical features of the above embodiments can be combined arbitrarily. In order to make the description concise, all possible combinations of the technical features in the above embodiments are not described. However, as long as there is no contradiction in the combination of these technical features, they should be considered to be within the scope of this specification.

[0109] Those skilled in the art will readily appreciate other embodiments of the present application after considering the specification and practicing the invention disclosed herein. The present application is intended to cover any modification, use or adaptation of the present application, which follows the general principles of the present application and includes common knowledge or customary techniques in the art that are not disclosed in the present application. The specification and examples are intended to be exemplary only, and the true scope and spirit of the present application are indicated by the following claims.

[0110] It should be understood that the present application is not limited to the precise structures that have been described above and shown in the drawings, and that various modifications and changes may be made without departing from the scope thereof. The scope of the present application is limited only by the appended claims.

Claims

1. A supervision indicator configuration method, characterized in that: include: Acquire a first supervision clause and extract semantic features of the first supervision clause; Determining the clause type of the first supervision clause according to the semantic feature; Determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold; According to the supervision indicators of the second supervision clause, supervision indicators are configured for the first supervision clause.

2. The method according to claim 1, characterized in that The configuring the supervision indicator for the first supervision clause according to the supervision indicator of the second supervision clause includes: When there are multiple second supervision clauses, obtaining a supervision indicator corresponding to each of the second supervision clauses; Merging the supervision indicators corresponding to the plurality of the second supervision clauses to obtain a target supervision indicator; Determine the target supervision indicator as the supervision indicator of the first supervision clause.

3. The method according to claim 2, characterized in that The step of fusing the supervision indicators corresponding to the plurality of the second supervision clauses to obtain a target supervision indicator includes: Standardizing the indicator items in the supervision indicators corresponding to the second supervision clause; The multiple index items after standardization are integrated into the target supervision index.

4. The method according to any one of claims 1 to 3, characterized in that: The determining, according to the clause type, a second supervision clause having a similarity with the first supervision clause greater than a first similarity threshold, comprises: Determining a clause template for the first supervision clause according to the clause type; According to the clause template, the first supervision clause is matched with the historical supervision clause, and a second supervision clause whose similarity with the first supervision clause is greater than a first similarity threshold is determined from the historical supervision clause.

5. The method according to claim 4, characterized in that Before determining the clause template of the first supervision clause according to the clause type, the method further includes: Classifying the historical supervision clauses, wherein the similarity of the historical supervision clauses in the same category is greater than a second similarity threshold; Configure clause templates for each category of historical supervision clauses.

6. The method according to claim 5, characterized in that The historical supervision clauses are categorized as follows: According to the semantic features of the historical supervision clauses, a similarity calculation model is used to classify the historical supervision clauses.

7. A monitoring indicator configuration device, characterized in that include: An acquisition module, used to acquire a first supervision clause and extract a semantic feature of the first supervision clause; A determination module, used to determine the clause type of the first supervision clause according to the semantic feature; The determination module is further used to determine, according to the clause type, a second supervision clause whose similarity to the first supervision clause is greater than a first similarity threshold; A configuration module is used to configure the supervision indicators for the first supervision clause according to the supervision indicators of the second supervision clause.

8. An electronic device, characterized in that: include: A processor, and a memory communicatively connected to the processor; The memory stores computer-executable instructions; The processor executes the computer-executable instructions stored in the memory to implement the method according to any one of claims 1 to 6.

9. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores computer-executable instructions, which are used to implement the method according to any one of claims 1 to 6 when executed by a processor.

10. A computer program product, characterized in that The invention comprises a computer program, which implements the method according to any one of claims 1 to 6 when being executed by a processor.