CN112950017A - Contract risk identification method and device and electronic equipment - Google Patents
Contract risk identification method and device and electronic equipment Download PDFInfo
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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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- G06Q10/0635—Risk analysis of enterprise or organisation activities
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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 a contract risk identification method and device and electronic equipment, and belongs to the technical field of data processing. According to the contract risk assessment method, a target contract to be subjected to risk assessment is obtained, the type of the target contract is determined according to keywords, and then a label rule is matched according to the type of the target contract; analyzing the target contract according to the matched target label rule, and labeling a label for the target contract according to an analysis result; finally, evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label; by the method, the type of the target contract can be determined firstly, then different label rules are matched according to different types of target contracts, risk assessment is carried out, storage resources can be reduced, assessment efficiency is improved, risks of the target contract are assessed efficiently, and accordingly contract auditing efficiency is improved.
Description
Technical Field
The present application relates to the field of data processing technologies, and in particular, to a contract risk identification method and apparatus, and an electronic device.
Background
The examination of contract risk needs to involve various aspects of the contract, such as the parties to the contract, and the rights obligations of the parties, the manner of fulfillment of the contract, the place of fulfillment, the amount of money involved in the contract, the terms of default, and the problem of litigation after severe default has occurred. Because the terms involved in the examination of the contract are often complex, the examination is mainly performed by legal professionals at present, but with the increase of company business and the increase of contract amount, the workload of examining and verifying the contract is huge, whether the contract can be efficiently and rapidly examined or not can generate great influence on the operation efficiency of the company.
At present, with the wide application of artificial intelligence, in contract auditing, a plurality of contract auditing systems independently developed by organizations are also provided, most of the contract auditing systems are based on a big data model trained in advance, and the contract texts are analyzed and processed through related algorithms to realize identification and evaluation of risks in the same terms, so that a large amount of corpus resources are required to be invested in the early period to perform tuning training on model parameters, and a large amount of calculation and storage resources are occupied. Therefore, for small and medium-sized enterprises, high cost and excessive occupied resources are required, and when a large number of contracts are audited, auditing efficiency is also affected.
Disclosure of Invention
The application provides a contract risk identification method and device and electronic equipment, which improve the efficiency of contract auditing and solve the problems in the prior art.
In order to achieve the purpose, the following scheme is adopted in the application:
in a first aspect, an embodiment of the present application provides a contract risk assessment method, where the method includes:
acquiring a target contract to be subjected to risk assessment;
determining the type of the target contract according to the keywords;
matching a label rule according to the type of the target contract;
analyzing the target contract according to the matched target label rule, and labeling a label for the target contract according to an analysis result;
and evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label.
Optionally, the determining the type of the target contract according to the keyword includes:
the type of the target contract is determined according to keywords in the title of the target contract.
Optionally, the target tag rule includes an item missing matching rule, analyzing the target contract, and labeling the target contract with a tag according to the analysis result includes:
and if the target contract lacks necessary contract elements, marking a corresponding label for the target contract according to the type of the contract elements lacking in the target contract.
Optionally, the target tag rule further includes a key term matching rule, analyzing the target contract, and labeling the tag for the target contract according to the analysis result includes:
and comparing each clause in the target contract with the key clause according to the key clause matching rule, and if the clause with the key clause similarity larger than the matching threshold exists in the target contract, marking a corresponding label for the target contract according to the type of the key clause.
Optionally, the comparing, according to the key term matching rule, each term in the target contract with the key term includes:
and calculating the character strings of each clause in the target contract according to the character strings of the target key clauses, and comparing whether the calculation result is greater than a matching threshold value.
Optionally, the method further includes:
and sequencing and displaying all the contracts with evaluated risks according to the risk coefficients.
Optionally, the method further includes:
in response to a first input performed by a user, a target tag is determined and a contract list corresponding to a risk corresponding to the target tag is presented.
In a second aspect, an embodiment of the present application provides a contract risk assessment apparatus, including:
the acquisition module is used for acquiring a target contract to be subjected to risk assessment;
the first processing module is used for determining the type of the target contract according to the keywords;
the matching module is used for matching the label rule according to the type of the target contract;
the second processing module is used for analyzing the target contract according to the matched target label rule and labeling the label for the target contract according to the analysis result;
and the evaluation module is used for evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label.
In a third aspect, an embodiment of the present application further provides an electronic device, which includes a processor, a memory, and a program or an instruction stored on the memory and executable on the processor, where the program or the instruction, when executed by the processor, implements the steps of the contract risk assessment method provided in the embodiment of the present application.
In a fourth aspect, the present application provides a readable storage medium, on which a program or instructions are stored, where the program or instructions, when executed by a processor, implement the steps of the contract risk assessment method provided by the present application.
The beneficial effects brought by the technical scheme provided by the embodiment of the application at least comprise:
according to the contract risk assessment method, a target contract to be subjected to risk assessment is obtained, the type of the target contract is determined according to keywords, and then a label rule is matched according to the type of the target contract; analyzing the target contract according to the matched target label rule, and labeling a label for the target contract according to an analysis result; finally, evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label; by the method, the type of the target contract can be determined firstly, then different label rules are matched according to different types of target contracts, risk assessment is carried out, storage resources can be reduced, assessment efficiency is improved, risks of the target contract are assessed efficiently, and accordingly contract auditing efficiency is improved.
Drawings
FIG. 1 is a flowchart of a contract risk assessment method according to an embodiment of the present application;
FIG. 2 is a schematic structural diagram of a contract risk assessment apparatus according to an embodiment of the present application;
FIG. 3 is a schematic structural diagram of a contract risk assessment apparatus according to an embodiment of the present application;
fig. 4 is a schematic structural diagram of an electronic device according to an embodiment of the present application.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions of the embodiments of the present application will be clearly and completely described below with reference to the drawings of the embodiments of the present application. It should be apparent that the described embodiments are only some of the embodiments of the present application, and not all embodiments. All other embodiments, which can be derived by a person skilled in the art from the described embodiments of the application without making any creative effort, shall fall within the protection scope of the application.
The terms first, second and the like in the description and in the claims of the present application are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It will be appreciated that the data so used may be interchanged under appropriate circumstances such that embodiments of the application may be practiced in sequences other than those illustrated or described herein, and that the terms "first," "second," and the like are generally used herein in a generic sense and do not limit the number of terms, e.g., the first term can be one or more than one. In addition, "and/or" in the specification and claims means at least one of connected objects, a character "/" generally means that a preceding and succeeding related objects are in an "or" relationship.
In addition, the technical features mentioned in the different embodiments of the present application described below may be combined with each other as long as they do not conflict with each other.
Referring to fig. 1, a schematic flow chart of a contract risk assessment method provided in an embodiment of the present application is shown, where the method includes:
Specifically, the risk assessment method provided by the embodiment of the present application may be used in some risk assessment systems and risk assessment pages, so as to obtain the target contract and perform risk assessment.
And step 102, determining the type of the target contract according to the keywords.
Specifically, the contracts can be of various types, such as a purchase contract, a lease contract, a borrowing contract, a consignment contract, a property service contract, a financing lease contract, a transportation contract, a technical contract, a storage contract and the like which are provided by a contractual law, and contracts agreed among other parties besides the famous contracts. It should be noted that the term "named contract" herein refers to a contract with a certain name determined by its type in law or economic life practice, also called a typical contract, and these contracts usually have contract terms and contract element standards that have formed certain specifications.
It is noted that the rights obligation relationship between the contract elements and the contract parties is different in different types of contracts, and the contract elements refer to the content or terms that must exist in the contract, such as the information about the parties that must be present in all the contracts, the subject of the contract, the fulfillment mode, the resolution mode when disputes occur, and the like. Specifically, in different types of contracts, the contract elements are different, such as the buying and selling price, unit price, total price, quality requirement, delivery mode, etc. must appear in the buying and selling contract, such as the lease contract must appear in the lease term, deposit, damage compensation, etc., such as the items of consignment, specific execution mode, judgment standard, etc. must appear in the consignment contract, such as the contracted risk transfer, etc., which are not listed one by one.
And 103, matching a label rule according to the type of the target contract.
Illustratively, after the type of the target contract is determined according to the keywords, the type of the target contract can be quickly determined according to the preset keywords, and then the label rules are matched according to the type of the target contract, so that the operation and storage space is saved, and the risk assessment efficiency is improved.
And 104, analyzing the target contract according to the matched target label rule, and labeling the label for the target contract according to the analysis result.
It is worth noting that different types of contracts relate to different contract elements, and related clauses and conditions have different requirements, so that the label rules of the contracts are different, and the target contract is analyzed and labeled through the label rule of the corresponding type of the target contract, so that the operation resource can be saved, and the analysis efficiency can be improved.
And 105, evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label.
Illustratively, if the target contract is analyzed and then labeled with A, B, C, D four labels, and the weights of the four labels are 1, 2, 3, and 4, respectively, the risk coefficient is 1+2+3+4 — 10. It should be noted that the risk coefficient may also be evaluated by other weighting algorithms, and specifically which risk coefficient evaluation algorithm is used, the user may adjust according to the actual requirement.
Through the steps 101-105, the specific type of the target contract can be quickly determined according to the keywords, the target contract is analyzed according to the matching of corresponding label rules of different types of target contracts, labels are marked, finally, the risk coefficient of the target contract is obtained according to the labels and the weight of the target contract and a preset evaluation algorithm, and the risk evaluation of the target contract is completed.
Optionally, the determining the type of the target contract according to the keyword includes:
the type of the target contract is determined according to keywords in the title of the target contract.
Specifically, the type of the contract can be determined according to whether keywords exist in the title of the target contract, and most of the contracts are usually named as "xxx buying and selling contract", "xxx leasing contract", "xxx consignment contract" and the like according to the type of the contract, so that the target contract can be classified directly according to the keywords in the name of the target contract, the classification way greatly saves operation and storage space, can simply and quickly achieve the purpose of contract classification, and is beneficial to subsequent risk assessment.
Optionally, the target tag rule includes an item missing matching rule, analyzing the target contract, and labeling the target contract with a tag according to the analysis result includes:
and if the target contract lacks necessary contract elements, marking a corresponding label for the target contract according to the type of the contract elements lacking in the target contract.
Illustratively, if the target contract is a trading contract, the essential elements of the trading contract at least include the target, amount, quantity, payment method, delivery method, quality verification, delivery deadline, and violation responsibility of trading, and if any one of the contract elements is absent in the target contract, the target contract is incomplete and has a larger defect, and then the target contract needs to be labeled with a corresponding label to indicate the risk category of the target contract.
Specifically, the necessary contract elements are different for different types of contracts, such as different lease contracts and buy-sell contracts, the lease contracts must have lease terms, damage compensation and other contract elements, such as the specific content of entrusting matters required by the entrusting contracts, such as the transport contracts must have the contract elements of the starting place, the destination, the risk transfer clauses and the like.
It should be noted that there may be the same contract element in different types of contracts, such as both buying and selling contracts and leasing contracts have parties, and both have default terms, but the risk of the same contract element in different types of contracts is different, that is, the same risk category, and the weight in different types of contracts is different, where the specific weight of each tag can be adjusted according to the risk situation encountered by the user in the actual contract review.
Optionally, the target tag rule further includes a key term matching rule, analyzing the target contract, and labeling the tag for the target contract according to the analysis result includes:
and comparing each clause in the target contract with the key clause according to the key clause matching rule, and if the clause with the key clause similarity larger than the matching threshold exists in the target contract, marking a corresponding label for the target contract according to the type of the key clause.
Illustratively, the amount of a contract is an important term in a contract, if the amount of the contract is huge, the target contract needs to be heavily checked, even if the target contract does not have any contract elements missing, the huge amount of the contract is a potentially significant risk for the user, and therefore the contract is necessarily labeled; illustratively, the user may also adjust the important terms according to the requirements for other important terms such as liability of default, whether the important customer is involved, the importance degree of the business involved, etc.
Optionally, the comparing, according to the key term matching rule, each term in the target contract with the key term includes:
and calculating the character strings of each clause in the target contract according to the character strings of the target key clauses, and comparing whether the calculation result is greater than a matching threshold value.
Specifically, the matching of the key terms may be accomplished by selecting an appropriate matching algorithm according to the length of the specific key terms. Under the condition of complex labels and contract clause lengths, a user can select various algorithms, and the weighted average is adopted for different algorithm results, so that the identification accuracy is greatly improved.
Illustratively, if the user configures a label rule called "liaison agreement" that requires the terms of the contract to state "no holiday gifts can be provided to the customer". When the risk of the target contract is evaluated, the target contract clauses are scanned one by one to determine whether the target contract clauses conform to the label rule of 'good and clean agreement'. Assume at this point that the risk assessment system matches the target contract using a hash matching algorithm, and the specified repetition rate threshold is 0.5. When the contract terms are scanned, a term is found to be "no holiday gifts can be provided to the customer", the target contract exactly hits the label rule of "good and cheap agreement", and the repetition rate is 1 and is greater than the threshold value of 0.5.
Optionally, the method further includes:
and sequencing and displaying all the contracts with evaluated risks according to the risk coefficients.
Specifically, all the estimated contracts are sorted according to the risk coefficients, so that the user can more clearly pay attention to the contracts with larger risks, and when the number of the contracts is larger and is urgent, the user can be facilitated to determine the contract auditing sequence according to the risk level, and the auditing efficiency is improved.
Optionally, the method further includes:
in response to a first input performed by a user, a target tag is determined and a contract list corresponding to a risk corresponding to the target tag is presented.
Specifically, the contracts with specific risks can be searched and displayed according to the risk types, so that the contracts can be distinguished by the user conveniently, the classified contracts to be audited are distributed to the legal affairs which excel in different fields for further auditing, the auditing efficiency is improved, and the human resources are saved.
According to the contract risk assessment method, a target contract to be subjected to risk assessment is obtained, the type of the target contract is determined according to keywords, and then a label rule is matched according to the type of the target contract; analyzing the target contract according to the matched target label rule, and labeling a label for the target contract according to an analysis result; finally, evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label; by the method, the type of the target contract can be determined firstly, then different label rules are matched according to different types of target contracts, risk assessment is carried out, storage resources can be reduced, assessment efficiency is improved, risks of the target contract are assessed efficiently, and accordingly contract auditing efficiency is improved.
Referring to fig. 2, an embodiment of the present application provides a contract risk assessment apparatus 20, including:
an obtaining module 21, configured to obtain a target contract to be subjected to risk assessment;
the first processing module 22 is used for determining the type of the target contract according to the keywords;
the matching module 23 is configured to match a tag rule according to the type of the target contract;
the second processing module 24 is configured to analyze the target contract according to the matched target label rule, and label the target contract according to an analysis result;
and the evaluation module 25 is configured to evaluate a risk coefficient of the target contract according to the tags of the target contract and the weights corresponding to the tags.
Optionally, the first processing module 22 is further configured to determine the type of the target contract according to the keyword in the title of the target contract.
Optionally, the matching module 23 further includes an item missing matching module 231, configured to analyze the target contract according to an item missing matching rule, and label the target contract according to an analysis result, where the label tagging includes:
and if the target contract lacks necessary contract elements, marking a corresponding label for the target contract according to the type of the contract elements lacking in the target contract.
Optionally, the matching module 23 further includes a key term matching module 232, configured to analyze the target contract according to a key term matching rule, and label the target contract according to an analysis result, where the label labeling includes:
and comparing each clause in the target contract with the key clause according to the key clause matching rule, and if the clause with the key clause similarity larger than the matching threshold exists in the target contract, marking a corresponding label for the target contract according to the type of the key clause.
Optionally, the important clause matching module 232 is further configured to:
and calculating the character strings of each clause in the target contract according to the character strings of the target key clauses, and comparing whether the calculation result is greater than a matching threshold value.
Optionally, the contract risk assessment apparatus 20 further includes a third processing module 26 for performing a sorted presentation of all the contracts with assessed risk according to the risk coefficient.
Optionally, the contract risk assessment apparatus 20 further includes a fourth processing module 27, configured to determine a target tag in response to a first input performed by the user, and display a contract list corresponding to a risk corresponding to the target tag.
The contract risk assessment device provided by the application can realize each step of the contract risk assessment method provided by the application, so that risk assessment is performed on the target contract, consumption of storage resources is reduced, assessment efficiency is improved, risks of the target contract are efficiently assessed, and efficiency of contract auditing is improved.
Referring to fig. 4, an embodiment of the present invention further provides an electronic device 40, which includes a processor 41, a memory 42, and a computer program stored in the memory 42 and capable of running on the processor 41, where the computer program, when executed by the processor 41, implements the processes of the embodiment of the contract risk assessment method, and can achieve the same technical effects, and details are not repeated here to avoid repetition.
The embodiment of the present invention further provides a computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the computer program implements each process of the embodiment of the contract risk assessment method, and can achieve the same technical effect, and in order to avoid repetition, details are not repeated here. The computer-readable storage medium may be a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk.
It should be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in a process, method, article, or apparatus that comprises the element.
Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solutions of the present invention may be embodied in the form of a software product, which is stored in a storage medium (such as ROM/RAM, magnetic disk, optical disk) and includes instructions for enabling a terminal (such as a mobile phone, a computer, a server, an air conditioner, or a network device) to execute the method according to the embodiments of the present invention.
It should be understood that the above examples are only for clarity of illustration and are not intended to limit the embodiments. Other variations and modifications will be apparent to persons skilled in the art in light of the above description. And are neither required nor exhaustive of all embodiments. And obvious variations or modifications of this invention are intended to be covered by the scope of the invention as expressed herein.
Claims (10)
1. A method for contract risk assessment, comprising:
acquiring a target contract to be subjected to risk assessment;
determining the type of the target contract according to the keywords;
matching a label rule according to the type of the target contract;
analyzing the target contract according to the matched target label rule, and labeling a label for the target contract according to an analysis result;
and evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label.
2. The contract risk assessment method according to claim 1, wherein said determining the type of the target contract according to keywords comprises:
the type of the target contract is determined according to keywords in the title of the target contract.
3. The contract risk assessment method according to claim 1, wherein the target label rule comprises an item missing matching rule, analyzing the target contract, and labeling the target contract with a label according to the analysis result comprises:
and if the target contract lacks necessary contract elements, marking a corresponding label for the target contract according to the type of the contract elements lacking in the target contract.
4. The contract risk assessment method according to claim 1, wherein the target label rules further include key term matching rules, analyzing the target contract, and labeling the target contract with a label according to the analysis result comprises:
and comparing each clause in the target contract with the key clause according to the key clause matching rule, and if the clause with the key clause similarity larger than the matching threshold exists in the target contract, marking a corresponding label for the target contract according to the type of the key clause.
5. The contract risk assessment method according to claim 4, wherein the comparing each term of the target contract with the key term according to the key term matching rule comprises:
and calculating the character strings of each clause in the target contract according to the character strings of the target key clauses, and comparing whether the calculation result is greater than a matching threshold value.
6. The contract risk assessment method according to claim 1, further comprising:
and sequencing and displaying all the contracts with evaluated risks according to the risk coefficients.
7. The contract risk assessment method according to claim 1, further comprising:
in response to a first input performed by a user, a target tag is determined and a contract list corresponding to a risk corresponding to the target tag is presented.
8. A contract risk assessment apparatus, comprising:
the acquisition module is used for acquiring a target contract to be subjected to risk assessment;
the first processing module is used for determining the type of the target contract according to the keywords;
the matching module is used for matching the label rule according to the type of the target contract;
the second processing module is used for analyzing the target contract according to the matched target label rule and labeling the label for the target contract according to the analysis result;
and the evaluation module is used for evaluating the risk coefficient of the target contract according to the labels of the target contract and the weight corresponding to each label.
9. An electronic device, comprising: a processor, a memory, and a program stored on the memory and executable on the processor, the program when executed by the processor implementing the steps of the contract risk assessment method according to any one of claims 1 to 7.
10. A computer-readable storage medium, characterized in that a computer program is stored thereon, which computer program, when being executed by a processor, carries out the steps of the contract risk assessment method according to any one of claims 1 to 7.
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| CN202110220394.1A CN112950017A (en) | 2021-02-26 | 2021-02-26 | Contract risk identification method and device and electronic equipment |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN113326684B (en) * | 2021-08-03 | 2021-11-09 | 江苏金恒信息科技股份有限公司 | Contract signing management method, system and device |
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| CN111753090A (en) * | 2020-06-30 | 2020-10-09 | 北京来也网络科技有限公司 | Document auditing method, device, equipment and medium based on RPA and AI |
| CN112330214A (en) * | 2020-11-26 | 2021-02-05 | 杭州睿胜软件有限公司 | Contract review method and device and readable storage medium |
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| CN113326684B (en) * | 2021-08-03 | 2021-11-09 | 江苏金恒信息科技股份有限公司 | Contract signing management method, system and device |
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Application publication date: 20210611 |