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CN114116958A - Audit method, apparatus, electronic equipment and storage medium - Google Patents

Audit method, apparatus, electronic equipment and storage medium Download PDF

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CN114116958A
CN114116958A CN202110365261.3A CN202110365261A CN114116958A CN 114116958 A CN114116958 A CN 114116958A CN 202110365261 A CN202110365261 A CN 202110365261A CN 114116958 A CN114116958 A CN 114116958A
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name
unit
structured
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郑爱国
郭洋
彭南博
田国刚
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Jingdong Technology Holding Co Ltd
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    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Abstract

The application provides an auditing method, an auditing device, electronic equipment and a storage medium, wherein the method comprises the following steps: in the process of checking the name information to be checked, under the condition that the name information to be checked is determined to be an abbreviation, acquiring full-name unit name information corresponding to the name unit information to be checked according to a preset abbreviation library; carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal. Therefore, by combining the structural information of the unit name information, the name to be audited is accurately audited, and the accuracy of auditing the name unit is improved.

Description

Auditing method, auditing device, electronic equipment and storage medium
Technical Field
The present application relates to the field of computer technologies, and in particular, to an auditing method and apparatus, an electronic device, and a storage medium.
Background
With the rapid development of information technology, more and more offline services are gradually online, and in various auditing service scenes, the verification of a client work unit is a common scene. In the related art, generally, a work unit to be verified by a user and a work unit corresponding to the user and disclosed by a third-party organization are subjected to text similarity calculation, and it is determined that unit name information is consistent according to the text similarity. However, in the process of implementing the present application, the applicant finds that a large error exists in the above-mentioned manner of examining the information of the work units by means of text similarity.
Disclosure of Invention
The application provides an auditing method, an auditing device, electronic equipment and a storage medium.
An embodiment of an aspect of the present application provides an auditing method, including: receiving an audit request of a request terminal, wherein the audit request comprises name information of a unit to be audited and corresponding user information; determining the name information of the unit to be audited as an abbreviation; acquiring full-name unit name information corresponding to the unit information of the name to be audited according to a preset abbreviation library; carrying out structured information extraction on the full name unit name information to obtain first structured information of the full name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal.
In an embodiment of the present application, the determining that the name information of the unit to be audited is an abbreviation includes: inquiring whether an abbreviation matched with the name information of the unit to be checked exists in the abbreviation library; and if the abbreviation matched with the text information exists in the abbreviation library, determining the name information of the unit to be audited as the abbreviation.
In an embodiment of the present application, the determining that the name information of the unit to be audited is an abbreviation includes: extracting information of the name information of the unit to be audited to obtain administrative region information and industry attribute information of the name information of the unit to be audited; and under the condition that the attribute values of the administrative area information and the industry attribute information are both null, determining the name information of the unit to be audited as an abbreviation.
In an embodiment of the present application, the extracting information of the name information of the unit to be audited to obtain administrative area information and industry attribute information of the name information of the unit to be audited includes: matching the name information of the unit to be audited by using a regular expression, and extracting main part information which accords with the format of the regular expression; performing structured information extraction on the main part information to obtain administrative region information and industry attribute information of the name information of the unit to be audited
In one embodiment of the present application, the abbreviation library is constructed by: obtaining a distributed representation vector of the abbreviation sample; acquiring distributed expression vectors of a plurality of full-name unit name sample information; determining similarity between the abbreviation sample and each of the full-name unit name sample information according to the distributed representation vector of the abbreviation sample and the distributed representation vectors of the full-name unit name sample information; according to the similarity, target full-name unit name sample information with the maximum similarity to the abbreviation sample is selected from the multiple pieces of full-name unit name sample information; and constructing the abbreviation library according to the corresponding relation between the abbreviation sample and the target full-name unit name sample information.
In an embodiment of the application, the determining, according to the first structured information and the second structured information, a review result of the name information of the unit to be reviewed includes: comparing the text information corresponding to the same type of structural elements in the first structural information and the second structural information; if the text information corresponding to the same type of structural elements in the first structural information and the second structural information is the same, determining that the name information of the unit to be audited passes the audit; and if the text information parts corresponding to the same type of structural elements in the first structural information and the second structural information are the same, determining that the name information of the unit to be audited does not pass the audit.
According to the auditing method, in the process of auditing the name information to be audited, under the condition that the name information to be audited is determined to be an abbreviation, the full-name unit name information corresponding to the name unit information to be audited is obtained according to a preset abbreviation library; carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal. Therefore, by combining the structural information of the unit name information, the name to be audited is accurately audited, and the accuracy of auditing the name unit is improved.
An embodiment of another aspect of the present application provides an audit device, including: the system comprises a receiving module, a processing module and a processing module, wherein the receiving module is used for receiving an auditing request of a request terminal, and the auditing request comprises name information of a unit to be audited and corresponding user information; the first determining module is used for determining that the name information of the unit to be audited is an abbreviation; the first acquisition module is used for acquiring full-name unit name information corresponding to the unit information of the name to be audited according to a preset abbreviation library; the first extraction module is used for carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; the second acquisition module is used for acquiring standard unit name information corresponding to the user information and acquiring second structured information corresponding to the standard unit name information; and the second determining module is used for determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal.
In an embodiment of the application, the first determining module is specifically configured to: inquiring whether an abbreviation matched with the name information of the unit to be checked exists in the abbreviation library; and if the abbreviation matched with the text information exists in the abbreviation library, determining the name information of the unit to be audited as the abbreviation.
In one embodiment of the present application, the first determining module includes: the information extraction unit is used for extracting the information of the name information of the unit to be audited so as to obtain administrative region information and industry attribute information of the name information of the unit to be audited; and the determining unit is used for determining the name information of the unit to be audited as the abbreviation under the condition that the attribute values of the administrative area information and the industry attribute information are both null.
In an embodiment of the application, the information extracting unit is specifically configured to: matching the name information of the unit to be audited by using a regular expression, and extracting main part information which accords with the format of the regular expression; and performing structured information extraction on the main part information to obtain administrative area information and industry attribute information of the name information of the unit to be audited.
In one embodiment of the present application, the apparatus further comprises: the third acquisition module is used for acquiring the distributed expression vectors of the abbreviation samples; the fourth acquisition module is used for acquiring a plurality of distributed expression vectors of the full-name unit name sample information; a third determining module, configured to determine, according to the distributed representation vector of the abbreviation sample and the distributed representation vectors of the multiple pieces of full-name unit name sample information, a similarity between the abbreviation sample and each piece of full-name unit name sample information; the selection module is used for selecting target full-name unit name sample information with the maximum similarity with the abbreviation sample from the plurality of full-name unit name sample information according to the similarity; and the construction module is used for constructing the abbreviation library according to the corresponding relation between the abbreviation sample and the target full-name unit name sample information.
In an embodiment of the application, the first structured information and the second structured information have the same types and number of structured elements, and the number of structured elements is multiple, and the second determining module is specifically configured to: comparing the text information corresponding to the same type of structural elements in the first structural information and the second structural information; if the text information corresponding to the same type of structural elements in the first structural information and the second structural information is the same, determining that the name information of the unit to be audited passes the audit; and if the text information parts corresponding to the same type of structural elements in the first structural information and the second structural information are the same, determining that the name information of the unit to be audited does not pass the audit.
In the auditing device of the embodiment of the application, in the process of auditing the name information to be audited, under the condition that the name information to be audited is determined to be an abbreviation, the full-name unit name information corresponding to the unit information of the name to be audited is obtained according to a preset abbreviation library; carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal. Therefore, by combining the structural information of the unit name information, the name to be audited is accurately audited, and the accuracy of auditing the name unit is improved.
An embodiment of another aspect of the present application provides an electronic device, including: an electronic device, comprising: a memory, a processor; the memory stores computer instructions, and when the computer instructions are executed by the processor, the auditing method of the embodiment of the application is realized.
Another embodiment of the present application provides a non-transitory computer-readable storage medium storing computer instructions for causing a computer to execute an auditing method disclosed in an embodiment of the present application.
Another embodiment of the present application provides a computer program product, and when executed by an instruction processor in the computer program product, the auditing method in the embodiment of the present application is implemented.
Other effects of the above-described alternative will be described below with reference to specific embodiments.
Drawings
The drawings are included to provide a better understanding of the present solution and are not intended to limit the present application. Wherein:
FIG. 1 is a schematic flow diagram of an auditing method according to one embodiment of the present application.
Fig. 2 is a schematic flow chart of the construction of the abbreviation library.
Fig. 3 is a schematic structural diagram of an auditing apparatus according to an embodiment of the present application.
Fig. 4 is a schematic structural diagram of an auditing apparatus according to another embodiment of the present application.
FIG. 5 is a block diagram of an electronic device according to one embodiment of the present application.
Detailed Description
Reference will now be made in detail to embodiments of the present invention, examples of which are illustrated in the accompanying drawings, wherein like or similar reference numerals refer to the same or similar elements or elements having the same or similar function throughout. The embodiments described below with reference to the drawings are exemplary and intended to be used for explaining the present application and should not be construed as limiting the present application.
An auditing method, apparatus and electronic device according to an embodiment of the present application are described below with reference to the drawings.
FIG. 1 is a schematic flow diagram of an auditing method according to one embodiment of the present application. It should be noted that an execution subject of the auditing method provided in this embodiment is an auditing device, the auditing device may be implemented in a software and/or hardware manner, the auditing device in this embodiment may be configured in an e-commerce platform, the e-commerce platform may be configured in an electronic device, and the electronic device in this embodiment may include a terminal device, a server, and other devices.
As shown in fig. 1, the auditing method may include:
step 101, receiving an audit request of a request end, wherein the audit request comprises name information of a unit to be audited and corresponding user information.
And 102, determining the name information of the unit to be checked as an abbreviation.
It can be understood that, in different application scenarios, the implementation manner of determining the name information of the unit to be audited as an abbreviation is different, and the following examples are illustrated:
as an exemplary embodiment, whether an abbreviation matched with name information of a unit to be checked exists in an abbreviation library can be inquired; and if the abbreviation matched with the text information exists in the abbreviation library, determining the name information of the unit to be checked as the abbreviation.
As another exemplary implementation manner, information extraction is performed on the name information of the unit to be audited, so as to obtain administrative region information and industry attribute information of the name information of the unit to be audited; and under the condition that the attribute values of the administrative area information and the industry attribute information are both null, determining the name information of the unit to be audited as the abbreviation.
And 103, acquiring full name unit name information corresponding to the unit information of the name to be audited according to a preset abbreviation library.
And 104, performing structural information extraction on the full-name unit name information to obtain first structural information of the full-name unit name information.
In some embodiments, one possible implementation manner of the above-mentioned structured information extraction on the full-scale unit name information to obtain the first structured information of the full-scale unit name information is as follows: the information extraction is carried out on the structural information of the full-name unit name information through a preset structural information extraction model so as to obtain first structural information of the full-name unit name information.
In other embodiments, another possible implementation manner of the above-mentioned structured information extraction on the full-scale unit name information to obtain the first structured information of the full-scale unit name information is as follows: the method comprises the steps of extracting administrative region information and industry attribute information of full-name unit name information to obtain the administrative region information and the industry attribute information of the full-name unit name information, and then determining enterprise word size information of the full-name unit name information according to text information which is not extracted from the full-name unit name information.
As an exemplary embodiment, the dictionary may be divided by a preset administrative district, and the administrative district information is extracted from the full-name unit name information based on a regular expression.
In some embodiments, the industry attribute information can be extracted from the full name unit name information through a preset industry attribute dictionary.
For example, the name information of the unit to be checked is Venusan division of Hongxiang, the name information of the unit to be checked is determined to be an abbreviation, and the full-name unit name information corresponding to the abbreviation is determined to be Suzhou Hongxiang materialonly property management limited company according to a preset abbreviation library. Correspondingly, the administrative district information and the industry attribute information are extracted from the full-name unit name information, so that the administrative district information corresponding to the full-name unit name information is Suzhou, the industry attribute information is property management, and the enterprise word size information corresponding to the full-name unit name information can be determined as follows: pinwei Hongxing.
And 105, acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information.
In some embodiments, one possible implementation manner of obtaining the second structured information corresponding to the standard unit name information is as follows: and extracting the information of the standard unit name information through a preset structured information extraction model to obtain second structured information of the standard unit name information.
In other embodiments, one possible implementation manner of obtaining the second structured information corresponding to the standard unit name information is as follows: and then, determining the enterprise word size information of the standard unit name information according to the text information which is not extracted from the standard unit name information.
As an exemplary embodiment, the dictionary may be divided by a preset administrative district, and the administrative district information is extracted from the standard unit name information based on a regular expression.
In some embodiments, the industry attribute information can be extracted from the standard unit name information through a preset industry attribute dictionary.
The industry attribute dictionary is pre-established, and may include words such as security service, insurance, and the like.
In some embodiments, an exemplary implementation of building an industry property dictionary is: performing word segmentation on the sample text through a word segmentation algorithm, combining the words with a large number of co-occurrences, and manually verifying the words to be used as a standard industry property dictionary; for example, the aforementioned security service is classified into security and service in the word segmentation, and the co-occurrence frequency of security and service found by combination is relatively high, and can be defined as an industry-specific word.
And step 106, determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal.
According to the auditing method, in the process of auditing the name information to be audited, under the condition that the name information to be audited is determined to be an abbreviation, the full-name unit name information corresponding to the name unit information to be audited is obtained according to a preset abbreviation library; carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal. Therefore, by combining the structural information of the unit name information, the name to be audited is accurately audited, and the accuracy of auditing the name unit is improved.
Based on the above embodiment, in an embodiment of the present application, information extraction is performed on the name information of the unit to be audited, so as to obtain administrative area information and industry attribute information of the name information of the unit to be audited, and one possible implementation manner of the information extraction is as follows: and matching the name information of the unit to be audited by using the regular expression, and extracting the main part information which accords with the format of the regular expression. And performing structured information extraction on the main part information to obtain administrative area information and industry attribute information of the name information of the unit to be audited.
The regular expression format is preset, for example, the regular expression format may be XX (branch )? '' XX (college | elementary school) (. division)? ' company (+?.
In an embodiment of the application, in order to determine administrative region information and industry attribute information of name information of a unit to be audited, before matching the name information of the unit to be audited by using a regular expression and extracting main part information conforming to the format of the regular expression from the information, the name information of the unit to be audited can be preprocessed.
The preprocessing may include, but is not limited to, removing spaces and tabulation characters before and after a character string, turning full angles to half angles, turning numbers into Chinese in a unified manner, removing messy codes, turning complex characters into simple characters, unifying lower-case letters, and the like.
In practical application, the processing performed on the name information of the unit to be audited may be preset according to actual requirements, and the preprocessing is not limited to this.
In an embodiment of the present application, in order to accurately determine the full-name unit name information corresponding to an abbreviation word based on the abbreviation word, an abbreviation word library may be pre-constructed in the following manner, as shown in fig. 2, which may include:
step 201, obtaining a distributed representation vector of the abbreviation sample.
In some embodiments, the distributed representation vectors of the abbreviation samples may be obtained in a federated learning manner.
In particular, the distributed representation vectors of the abbreviation samples can be obtained through an encryption gradient return in a federal learning mode under the condition that data is not exported.
In some embodiments, data obtained from multiple data terminals may be jointly trained to obtain a corresponding federated model, and then distributed representation vectors of the abbreviation samples are determined through the federated model.
Step 202, obtaining a plurality of distributed expression vectors of sample information of the full-name unit name.
In some embodiments, for each full-scale unit name sample information, a distributed representation vector corresponding to the full-scale unit name sample information may be obtained by a federally-learned party.
Specifically, under the condition that data is not exported from a warehouse, a distributed expression vector corresponding to sample information of the full-name unit name can be obtained through encryption gradient return in a federal learning mode.
In some embodiments, data obtained from a plurality of data terminals may be trained to obtain a corresponding federal model, and then a distributed representation vector of sample information of a full-name unit name is determined through the federal model.
And step 203, determining the similarity between the abbreviation sample and each full-name unit name sample information according to the distributed expression vector of the abbreviation sample and the distributed expression vectors of the full-name unit name sample information.
And step 204, selecting target full-name unit name sample information with the maximum similarity to the abbreviation sample from the plurality of full-name unit name sample information according to the similarity.
And step 205, constructing an abbreviation library according to the corresponding relation between the abbreviation samples and the target full-name unit name sample information.
Based on the above embodiment, the first structural information and the second structural information have the same types and number of structural elements, and the number of structural elements is multiple, and one possible implementation manner of determining the auditing result of the name information of the unit to be audited according to the first structural information and the second structural information is as follows: and comparing the text information corresponding to the same type of structural elements in the first structural information and the second structural information. And if the text information corresponding to the same type of structural elements in the first structural information and the second structural information is the same, determining that the name information of the unit to be audited passes the audit. And if the text information parts corresponding to the same type of structural elements in the first structural information and the second structural information are the same, determining that the name information of the unit to be audited does not pass the audit.
Corresponding to the auditing methods provided in the above embodiments, an embodiment of the present application further provides an auditing apparatus, and since the auditing apparatus provided in the embodiment of the present application corresponds to the auditing methods provided in the above embodiments, the implementation manner of the auditing method is also applicable to the auditing apparatus provided in the embodiment, and is not described in detail in this embodiment.
Fig. 3 is a schematic structural diagram of an auditing apparatus according to an embodiment of the present application.
As shown in fig. 3, the auditing apparatus 300 includes a receiving module 301, a first determining module 302, a first obtaining module 303, a first extracting module 304, a second obtaining module 305, and a second determining module 306, where:
the receiving module 301 is configured to receive an audit request from a request end, where the audit request includes name information of a unit to be audited and corresponding user information.
The first determining module 302 is configured to determine that the name information of the unit to be audited is an abbreviation.
The first obtaining module 303 is configured to obtain, according to a preset abbreviation library, full-name unit name information corresponding to the unit information of the name to be checked.
The first extracting module 304 is configured to perform structured information extraction on the full name unit information to obtain first structured information of the full name unit information.
A second obtaining module 305, configured to obtain standard unit name information corresponding to the user information, and obtain second structured information corresponding to the standard unit name information.
And the second determining module 306 is configured to determine an audit result of the name information of the unit to be audited according to the first structural information and the second structural information, and feed the audit result back to the request end.
In an embodiment of the present application, the first determining module 302 is specifically configured to: and inquiring whether the abbreviation matched with the name information of the unit to be checked exists in the abbreviation library. And if the abbreviation matched with the text information exists in the abbreviation library, determining the name information of the unit to be checked as the abbreviation.
In an embodiment of the present application, as shown in fig. 4, the first determining module 302 may include:
the information extraction unit 3021 is configured to extract information of the name information of the unit to be audited, so as to obtain administrative area information and industry attribute information of the name information of the unit to be audited.
The determining unit 3022 is configured to determine that the name information of the unit to be checked is an abbreviation when the attribute values of the administrative area information and the industry attribute information are both null.
In an embodiment of the present application, the information extracting unit 3021 is specifically configured to: and matching the name information of the unit to be audited by using the regular expression, and extracting the main part information which accords with the format of the regular expression. And performing structured information extraction on the main part information to obtain administrative area information and industry attribute information of the name information of the unit to be audited.
In one embodiment of the present application, as shown in fig. 4, the apparatus may further include:
a third obtaining module 307, configured to obtain a distributed representation vector of the abbreviation sample.
A fourth obtaining module 308, configured to obtain a plurality of distributed representation vectors of sample information of full-name unit names.
A third determining module 309, configured to determine similarity between the abbreviation sample and each full-name unit name sample information according to the distributed representation vector of the abbreviation sample and the distributed representation vectors of the multiple full-name unit name sample information.
And a selecting module 310, configured to select, according to the similarity, target full-name unit name sample information with the greatest similarity to the abbreviation sample from the multiple pieces of full-name unit name sample information.
And the constructing module 311 is configured to construct an abbreviation library according to a corresponding relationship between the abbreviation sample and the target full-name unit name sample information.
In an embodiment of the application, the first structured information and the second structured information have the same type and number of structured elements, and the number of structured elements is multiple, and the second determining module 306 is specifically configured to: and comparing the text information corresponding to the same type of structural elements in the first structural information and the second structural information. And if the text information corresponding to the same type of structural elements in the first structural information and the second structural information is the same, determining that the name information of the unit to be audited passes the audit. And if the text information parts corresponding to the same type of structural elements in the first structural information and the second structural information are the same, determining that the name information of the unit to be audited does not pass the audit.
In the auditing device of the embodiment of the application, in the process of auditing the name information to be audited, under the condition that the name information to be audited is determined to be an abbreviation, the full-name unit name information corresponding to the unit information of the name to be audited is obtained according to a preset abbreviation library; carrying out structured information extraction on the full-name unit name information to obtain first structured information of the full-name unit name information; acquiring standard unit name information corresponding to the user information, and acquiring second structured information corresponding to the standard unit name information; and determining an auditing result of the name information of the unit to be audited according to the first structural information and the second structural information, and feeding the auditing result back to the request terminal. Therefore, by combining the structural information of the unit name information, the name to be audited is accurately audited, and the accuracy of auditing the name unit is improved.
According to an embodiment of the present application, an electronic device and a readable storage medium are also provided.
FIG. 5 is a block diagram of an electronic device according to one embodiment of the present application.
As shown in fig. 5, the electronic device includes:
memory 501, processor 502, and computer instructions stored on memory 501 and executable on processor 502.
The processor 502, when executing the instructions, implements the auditing methods provided in the embodiments described above.
Further, the electronic device further includes:
a communication interface 503 for communication between the memory 501 and the processor 502.
Memory 501 for storing computer instructions executable on processor 502.
The memory 501 may comprise high-speed RAM memory, and may also include non-volatile memory (non-volatile memory), such as at least one disk memory.
The processor 502 is configured to implement the auditing method of the above embodiments when executing the program.
If the memory 501, the processor 502 and the communication interface 503 are implemented independently, the communication interface 503, the memory 501 and the processor 502 may be connected to each other through a bus and perform communication with each other. The bus may be an Industry Standard Architecture (ISA) bus, a Peripheral Component Interconnect (PCI) bus, an Extended ISA (EISA) bus, or the like. The bus may be divided into an address bus, a data bus, a control bus, etc. For ease of illustration, only one thick line is shown in FIG. 5, but this is not intended to represent only one bus or type of bus.
Optionally, in a specific implementation, if the memory 501, the processor 502, and the communication interface 503 are integrated on a chip, the memory 501, the processor 502, and the communication interface 503 may complete communication with each other through an internal interface.
The processor 502 may be a Central Processing Unit (CPU), an Application Specific Integrated Circuit (ASIC), or one or more Integrated circuits configured to implement embodiments of the present Application.
The present application also provides a computer program product, which when executed by an instruction processor in the computer program product implements the auditing method of the embodiments of the present application.
In the description herein, reference to the description of the term "one embodiment," "some embodiments," "an example," "a specific example," or "some examples," etc., means that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the application. In this specification, the schematic representations of the terms used above are not necessarily intended to refer to the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples. Furthermore, various embodiments or examples and features of different embodiments or examples described in this specification can be combined and combined by one skilled in the art without contradiction.
Furthermore, the terms "first", "second" and "first" are used for descriptive purposes only and are not to be construed as indicating or implying relative importance or implicitly indicating the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include at least one such feature. In the description of the present application, "plurality" means at least two, e.g., two, three, etc., unless specifically limited otherwise.
Any process or method descriptions in flow charts or otherwise described herein may be understood as representing modules, segments, or portions of code which include one or more executable instructions for implementing steps of a custom logic function or process, and alternate implementations are included within the scope of the preferred embodiment of the present application in which functions may be executed out of order from that shown or discussed, including substantially concurrently or in reverse order, depending on the functionality involved, as would be understood by those reasonably skilled in the art of the present application.
The logic and/or steps represented in the flowcharts or otherwise described herein, e.g., an ordered listing of executable instructions that can be considered to implement logical functions, can be embodied in any computer-readable medium for use by or in connection with an instruction execution system, apparatus, or device, such as a computer-based system, processor-containing system, or other system that can fetch the instructions from the instruction execution system, apparatus, or device and execute the instructions. For the purposes of this description, a "computer-readable medium" can be any means that can contain, store, communicate, propagate, or transport the program for use by or in connection with the instruction execution system, apparatus, or device. More specific examples (a non-exhaustive list) of the computer-readable medium would include the following: an electrical connection (electronic device) having one or more wires, a portable computer diskette (magnetic device), a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber device, and a portable compact disc read-only memory (CDROM). Additionally, the computer-readable medium could even be paper or another suitable medium upon which the program is printed, as the program can be electronically captured, via for instance optical scanning of the paper or other medium, then compiled, interpreted or otherwise processed in a suitable manner if necessary, and then stored in a computer memory.
It should be understood that portions of the present application may be implemented in hardware, software, firmware, or a combination thereof. In the above embodiments, the various steps or methods may be implemented in software or firmware stored in memory and executed by a suitable instruction execution system. If implemented in hardware, as in another embodiment, any one or combination of the following techniques, which are known in the art, may be used: a discrete logic circuit having a logic gate circuit for implementing a logic function on a data signal, an application specific integrated circuit having an appropriate combinational logic gate circuit, a Programmable Gate Array (PGA), a Field Programmable Gate Array (FPGA), or the like.
It will be understood by those skilled in the art that all or part of the steps carried by the method for implementing the above embodiments may be implemented by hardware that is related to instructions of a program, and the program may be stored in a computer-readable storage medium, and when executed, the program includes one or a combination of the steps of the method embodiments.
In addition, functional units in the embodiments of the present application may be integrated into one processing module, or each unit may exist alone physically, or two or more units are integrated into one module. The integrated module can be realized in a hardware mode, and can also be realized in a software functional module mode. The integrated module, if implemented in the form of a software functional module and sold or used as a separate product, may also be stored in a computer readable storage medium.
The storage medium mentioned above may be a read-only memory, a magnetic or optical disk, etc. Although embodiments of the present application have been shown and described above, it is understood that the above embodiments are exemplary and should not be construed as limiting the present application, and that variations, modifications, substitutions and alterations may be made to the above embodiments by those of ordinary skill in the art within the scope of the present application.

Claims (14)

1.一种审核方法，其特征在于，所述方法包括：1. An auditing method, characterized in that the method comprises: 接收请求端的审核请求，其中，所述审核请求包括待审核单位名称信息以及对应的用户信息；Receive an audit request from the requesting end, wherein the audit request includes name information of the unit to be audited and corresponding user information; 确定所述待审核单位名称信息为缩略词；Determine that the name information of the unit to be reviewed is an abbreviation; 根据预设的缩略词库，获取所述待审核名称单位信息对应的全称单位名称信息；According to a preset abbreviation database, obtain the full name unit name information corresponding to the name unit information to be reviewed; 对所述全称单位名称信息进行结构化信息提取，以得到所述全称单位名称信息的第一结构化信息；Performing structured information extraction on the full name unit name information to obtain the first structured information of the full name unit name information; 获取与所述用户信息对应的标准单位名称信息，并获取所述标准单位名称信息对应的第二结构化信息；obtaining standard unit name information corresponding to the user information, and obtaining second structured information corresponding to the standard unit name information; 根据所述第一结构化信息以及所述第二结构化信息，确定所述待审核单位名称信息的审核结果，并将所述审核结果反馈给所述请求端。According to the first structured information and the second structured information, the review result of the name information of the unit to be reviewed is determined, and the review result is fed back to the requester. 2.如权利要求1所述的方法，其特征在于，所述确定所述待审核单位名称信息为缩略词，包括：2. The method according to claim 1, wherein the determining that the name information of the unit to be reviewed is an abbreviation, comprising: 查询所述缩略词库中是否存在与所述待审核单位名称信息匹配的缩略词；Query whether there is an abbreviation matching the name information of the unit to be reviewed in the abbreviation database; 如果所述缩略词库中存在与所述文本信息匹配的缩略词，则确定所述待审核单位名称信息为缩略词。If there is an abbreviation matching the text information in the abbreviation database, it is determined that the name information of the unit to be reviewed is an abbreviation. 3.如权利要求1所述的方法，其特征在于，所述确定所述待审核单位名称信息为缩略词，包括：3. The method according to claim 1, wherein the determining that the name information of the unit to be reviewed is an abbreviation, comprising: 对所述待审核单位名称信息进行信息提取，以得到所述待审核单位名称信息的行政区信息以及行业属性信息；performing information extraction on the name information of the unit to be reviewed, so as to obtain the administrative area information and industry attribute information of the name information of the unit to be reviewed; 在所述行政区信息以及行业属性信息的属性值均为空的情况下，则确定所述待审核单位名称信息为缩略词。In the case that the attribute values of the administrative area information and the industry attribute information are both empty, it is determined that the name information of the unit to be reviewed is an abbreviation. 4.如权利要求3所述的方法，其特征在于，所述对所述待审核单位名称信息进行信息提取，以得到所述待审核单位名称信息的行政区信息以及行业属性信息，包括：4. The method according to claim 3, wherein the information extraction is carried out to the name information of the unit to be reviewed, so as to obtain the administrative area information and industry attribute information of the unit name information to be reviewed, including: 利用正则表达式对所述待审核单位名称信息进行匹配，从中提取出符合正则表达式格式的主体部分信息；Use regular expressions to match the name information of the unit to be reviewed, and extract the main part information that conforms to the regular expression format; 对所述主体部分信息进行结构化信息提取，以得到所述待审核单位名称信息的行政区信息以及行业属性信息。Structured information extraction is performed on the information of the main body part, so as to obtain the administrative area information and industry attribute information of the name information of the unit to be reviewed. 5.如权利要求2所述的方法，其特征在于，所述缩略词库通过以下方式构建：5. method as claimed in claim 2, is characterized in that, described abbreviation library is constructed by following way: 获取缩略词样本的分布式表示向量；Obtain a distributed representation vector of acronym samples; 获取多个全称单位名称样本信息的分布式表示向量；Obtain a distributed representation vector of sample information of multiple full name unit names; 根据所述缩略词样本的分布式表示向量和所述多个全称单位名称样本信息的分布式表示向量，确定所述缩略词样本和各个所述全称单位名称样本信息之间的相似度；According to the distributed representation vector of the acronym sample and the distributed representation vector of the multiple full unit name sample information, determine the similarity between the acronym sample and each of the full unit name sample information; 根据所述相似度，从所述多个全称单位名称样本信息中选择出与所述缩略词样本相似度最大的目标全称单位名称样本信息；According to the similarity, select the target full name unit name sample information with the greatest similarity with the abbreviation sample information from the plurality of full name unit name sample information; 根据所述缩略词样本与所述目标全称单位名称样本信息之间的对应关系，构建所述缩略词库。The abbreviation database is constructed according to the correspondence between the acronym samples and the target full name unit name sample information. 6.如权利要求2所述的方法，其特征在于，所述第一结构化信息和所述第二结构化信息所具有结构化元素的类型以及数量相同，并且，所述结构化元素的数量为多个，所述根据所述第一结构化信息以及所述第二结构化信息，确定所述待审核单位名称信息的审核结果，包括：6. The method of claim 2, wherein the first structured information and the second structured information have the same type and number of structured elements, and the number of the structured elements is the same There are multiple, and the determination of the audit result of the name information of the unit to be audited according to the first structured information and the second structured information includes: 将所述第一结构化信息和所述第二结构化信息中相同类型结构化元素对应的文本信息进行比较；comparing the text information corresponding to the structural elements of the same type in the first structured information and the second structured information; 如果所述第一结构化信息和所述第二结构化信息中相同类型结构化元素所对应的文本信息均相同，则确定所述待审核单位名称信息通过审核；If the text information corresponding to the structural elements of the same type in the first structured information and the second structured information are the same, it is determined that the name information of the unit to be reviewed has passed the review; 如果所述第一结构化信息和所述第二结构化信息中相同类型结构化元素所对应的文本信息部分相同，则确定所述待审核单位名称信息未通过审核。If the part of the text information corresponding to the same type of structural element in the first structured information and the second structured information is the same, it is determined that the name information of the unit to be reviewed has not passed the review. 7.一种审核装置，其特征在于，所述装置包括：7. An auditing device, characterized in that the device comprises: 接收模块，用于接收请求端的审核请求，其中，所述审核请求包括待审核单位名称信息以及对应的用户信息；a receiving module, configured to receive an audit request from a requesting end, wherein the audit request includes name information of the unit to be audited and corresponding user information; 第一确定模块，用于确定所述待审核单位名称信息为缩略词；The first determination module is used to determine that the name information of the unit to be reviewed is an abbreviation; 第一获取模块，用于根据预设的缩略词库，获取所述待审核名称单位信息对应的全称单位名称信息；a first obtaining module, configured to obtain the full name unit name information corresponding to the name unit information to be reviewed according to a preset abbreviation library; 第一提取模块，用于对所述全称单位名称信息进行结构化信息提取，以得到所述全称单位名称信息的第一结构化信息；a first extraction module, configured to perform structured information extraction on the full name unit name information to obtain the first structured information of the full name unit name information; 第二获取模块，用于获取与所述用户信息对应的标准单位名称信息，并获取所述标准单位名称信息对应的第二结构化信息；A second obtaining module, configured to obtain standard unit name information corresponding to the user information, and obtain second structured information corresponding to the standard unit name information; 第二确定模块，用于根据所述第一结构化信息以及所述第二结构化信息，确定所述待审核单位名称信息的审核结果，并将所述审核结果反馈给所述请求端。The second determination module is configured to determine the audit result of the name information of the unit to be audited according to the first structured information and the second structured information, and feed back the audit result to the requester. 8.如权利要求7所述的装置，其特征在于，所述第一确定模块，具体用于：8. The apparatus according to claim 7, wherein the first determining module is specifically configured to: 查询所述缩略词库中是否存在与所述待审核单位名称信息匹配的缩略词；Query whether there is an abbreviation matching the name information of the unit to be reviewed in the abbreviation database; 如果所述缩略词库中存在与所述文本信息匹配的缩略词，则确定所述待审核单位名称信息为缩略词。If there is an abbreviation matching the text information in the abbreviation database, it is determined that the name information of the unit to be reviewed is an abbreviation. 9.如权利要求7所述的装置，其特征在于，所述第一确定模块，包括：9. The apparatus of claim 7, wherein the first determining module comprises: 信息提取单元，用于对所述待审核单位名称信息进行信息提取，以得到所述待审核单位名称信息的行政区信息以及行业属性信息；an information extraction unit, configured to perform information extraction on the name information of the unit to be reviewed, so as to obtain the administrative region information and industry attribute information of the name information of the unit to be reviewed; 确定单元，用于在所述行政区信息以及行业属性信息的属性值均为空的情况下，则确定所述待审核单位名称信息为缩略词。A determining unit, configured to determine that the name information of the unit to be reviewed is an abbreviation when the attribute values of the administrative area information and the industry attribute information are both empty. 10.如权利要求9所述的装置，其特征在于，所述信息提取单元，具体用于：10. The apparatus of claim 9, wherein the information extraction unit is specifically configured to: 利用正则表达式对所述待审核单位名称信息进行匹配，从中提取出符合正则表达式格式的主体部分信息；Use regular expressions to match the name information of the unit to be reviewed, and extract the main part information that conforms to the regular expression format; 对所述主体部分信息进行结构化信息提取，以得到所述待审核单位名称信息的行政区信息以及行业属性信息。Structured information extraction is performed on the information of the main body part, so as to obtain the administrative area information and industry attribute information of the name information of the unit to be reviewed. 11.如权利要求8所述的装置，其特征在于，所述装置还包括：11. The apparatus of claim 8, further comprising: 第三获取模块，用于获取缩略词样本的分布式表示向量；The third obtaining module is used to obtain the distributed representation vector of the acronym samples; 第四获取模块，用于获取多个全称单位名称样本信息的分布式表示向量；a fourth obtaining module, used for obtaining a distributed representation vector of the sample information of a plurality of full name unit names; 第三确定模块，用于根据所述缩略词样本的分布式表示向量和所述多个全称单位名称样本信息的分布式表示向量，确定所述缩略词样本和各个所述全称单位名称样本信息之间的相似度；A third determining module, configured to determine the acronym sample and each of the full unit name samples according to the distributed representation vector of the acronym sample and the distributed representation vector of the multiple full unit name sample information similarity between information; 选择模块，用于根据所述相似度，从所述多个全称单位名称样本信息中选择出与所述缩略词样本相似度最大的目标全称单位名称样本信息；A selection module, configured to select the target full-name unit name sample information with the greatest similarity with the acronym sample from the plurality of full-name unit name sample information according to the similarity; 构建模块，用于根据所述缩略词样本与所述目标全称单位名称样本信息之间的对应关系，构建所述缩略词库。The building module is configured to build the abbreviation database according to the correspondence between the acronym samples and the target full name unit name sample information. 12.如权利要求8所述的装置，其特征在于，所述第一结构化信息和所述第二结构化信息所具有结构化元素的类型以及数量相同，并且，所述结构化元素的数量为多个，所述第二确定模块，具体用于：12. The apparatus according to claim 8, wherein the first structured information and the second structured information have the same type and number of structured elements, and the number of the structured elements is the same For multiple, the second determining module is specifically used for: 将所述第一结构化信息和所述第二结构化信息中相同类型结构化元素对应的文本信息进行比较；comparing the text information corresponding to the structural elements of the same type in the first structured information and the second structured information; 如果所述第一结构化信息和所述第二结构化信息中相同类型结构化元素所对应的文本信息均相同，则确定所述待审核单位名称信息通过审核；If the text information corresponding to the structural elements of the same type in the first structured information and the second structured information are the same, it is determined that the name information of the unit to be reviewed has passed the review; 如果所述第一结构化信息和所述第二结构化信息中相同类型结构化元素所对应的文本信息部分相同，则确定所述待审核单位名称信息未通过审核。If the part of the text information corresponding to the same type of structural element in the first structured information and the second structured information is the same, it is determined that the name information of the unit to be reviewed has not passed the review. 13.一种电子设备，包括：存储器，处理器；所述存储器中存储有计算机指令，当所述计算机指令被所述处理器执行时，实现如权利要求1-6中任一项所述的审核方法。13. An electronic device, comprising: a memory and a processor; wherein computer instructions are stored in the memory, and when the computer instructions are executed by the processor, the computer instructions according to any one of claims 1-6 are implemented. Audit method. 14.一种存储有计算机指令的非瞬时计算机可读存储介质，其特征在于，所述计算机指令用于使所述计算机执行权利要求1-6中任一项所述的审核方法。14. A non-transitory computer-readable storage medium storing computer instructions, wherein the computer instructions are used to cause the computer to execute the auditing method of any one of claims 1-6.
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