A large model-based technical standard recommendation device and a recommendation method

Abstract

The application provides a large model-based technical standard recommendation device and method, belonging to the technical field of data processing, and specifically comprising the following steps: when the correlation degree between the technical standard and the complex analysis technical requirement determined according to the calling analysis data meets the requirement, the associated technical requirement of the technical standard is determined according to the calling analysis data of the technical standard in different technical requirements, the deviation of the requirement data of the information item of the technical standard in different associated technical requirements, and the composition data of the technical standard of the preset analysis mode are determined to determine the pre-processing method of the technical standard, and when the technical standard is called and processed by the technical requirement of the large model, the pre-processing method of the technical standard is used for recommendation processing, and the efficiency of the recommendation processing is improved.

Description

TECHNICAL FIELD

[0001] The application belongs to the technical field of data processing, and particularly relates to a technical standard recommendation device and method based on a large model. BACKGROUND

[0002] In the design process of kitchen electrical equipment, engineering and research personnel often need to refer to technical standards in multiple dimensions to ensure that the design results meet the needs. Specifically, in the invention patent application CN202410292995.7 "Enterprise management software development method, device, equipment and medium", the target code is optimized according to the preset technical standards and the technical specifications of the target enterprise and / or customized and adjusted according to the user customization requirements, so as to realize the intelligentization and high efficiency of software development, thereby greatly reducing the workload and time cost of the developer and ensuring the reliability of the development results. However, the following technical problems exist:

[0003] When using a large model to recommend technical standards, the number of technical standards associated with different requirements deviates, which leads to a low efficiency of the recommendation process if the number of associated technical standards and the information items of user requirements in the technical standards are large, and if the technical standards cannot be pre-analyzed, the efficiency of the recommendation process may be low. Therefore, how to generate differentiated pre-analysis processing strategies for technical standards according to the association of different requirements and the analysis processing difficulty of different requirements of technical standards, so as to improve the efficiency of the recommendation process, becomes a technical problem to be solved.

[0004] To solve the above technical problems, the application provides a technical standard recommendation device and method based on a large model. SUMMARY

[0005] To achieve the purpose of the application, the application adopts the following technical solutions:

[0006] Specifically, the application provides a recommendation method, which specifically includes:

[0007] S1 determines the technical requirements of different engineering personnel based on the analysis results of the question and answer data of the large model, determines the complex analysis technical requirements in the technical requirements according to the number of technical standards associated with different technical requirements, and combines the change of the requirement information items of the engineering personnel in different technical standards;

[0008] S2 obtains the calling analysis data of the technical standards in different complex analysis technical requirements, and when the correlation degree of the technical standards and the complex analysis technical requirements meets the requirements according to the calling analysis data, proceeds to the next step;

[0009] S3 determines the associated technical requirement of the technical standard according to the calling analysis data of the technical standard in different technical requirements;

[0010] S4 determines the pre-processing method of the technical standard according to the deviation of the demand data of the information item of the technical standard in different associated technical requirements, the constituting data of the technical standard of the preset analysis mode, and determines the recommended processing of the pre-processing method of the technical standard when the technical standard is called and processed by the technical requirement of the large model.

[0011] The beneficial effects of the present application are:

[0012] According to the calling analysis data of the technical standard in different complex analysis technical requirements, it is determined whether the correlation degree of the technical standard and the complex analysis technical requirement meets the requirements, thereby realizing the calling of the information item and the calling number in the complex analysis technical requirement, and evaluating the matching degree of the technical standard in the complex analysis technical requirement, thereby avoiding the occurrence of the technical problem that the processing time efficiency of the complex analysis technical requirement is low due to the lack of pre-processing of the technical standard with high matching degree, and improving the efficiency of the recommended processing.

[0013] According to the deviation of the demand data of the information item of the technical standard in different associated technical requirements, the constituting data of the technical standard of the preset analysis mode, and the determination of the pre-processing method of the technical standard, not only the variation of the demand data of the information item is considered, but also the difference in the analysis processing difficulty of the associated technical requirement caused by the difference in the constituting data of the technical standard of the preset analysis mode is considered, thereby realizing the determination of the technical standard with high pre-processing requirement degree from multiple angles, and further realizing the differentiated pre-processing of different technical standards, improving the efficiency of the recommended processing, and reducing the storage space requirement of the large model.

[0014] Further technical solutions are that the technical requirement is determined according to the matching result of the user's question and answer data with different preset technical requirements, and specifically, the preset technical requirement with the most matching quantity is taken as the technical requirement.

[0015] Further technical solutions are that the technical standard associated with the technical requirement is determined according to the preset corresponding relationship between the technical requirement and the technical standard.

[0016] Further technical solutions are that the variation of the demand information item of the engineering personnel is determined according to the deviation of the demand information item of different engineering personnel under the technical requirement.

[0017] Further technical solutions are that the determination method of the complex analysis technical requirement in the technical requirement is: Further technical solutions are that the determination method of the complex analysis technical requirement in the technical requirement is:

[0018] determine the number of associated technical standards of the technical requirement as the associated standard number according to the technical requirement association technical standard;

[0019] determine the technical standard whose demand information items of different engineers are inconsistent according to the change of the demand information items of different engineers under different associated technical standards as the demand change technical standard;

[0020] determine whether the technical requirement is a complex analysis technical requirement through the associated standard number and the number of demand change technical standards.

[0021] Further technical solutions are to determine that the technical requirement is a complex analysis technical requirement when the associated standard number of the technical requirement is greater than a preset associated standard number threshold or the number of demand change technical standards is greater than a change standard number threshold.

[0022] Further technical solutions are to perform recommendation processing through the preset processing method of the technical standard, specifically including:

[0023] determine the matching demand information items of the engineer according to the technical requirement matched by the search keywords of the engineer;

[0024] obtain the matching demand information items of the technical standard according to the preset processing method of the technical standard;

[0025] perform recommendation processing based on the matching demand information items of the technical standard.

[0026] Further technical solutions are to perform real-time analysis processing of the technical standard to obtain the matching demand information items of the technical standard when there are matching demand information items when the preset processing method of the technical standard is not required to be pre-processed and identified.

[0027] Further technical solutions are that the matching demand information items are information items whose matching call times under the information items of the technical requirement are greater than a preset matching call time threshold.

[0028] Secondly, the application provides a technical standard recommendation device based on a large model, specifically including:

[0029] an analysis method determination module, an analysis processing module, and a recommendation processing module;

[0030] The analysis method determination module is responsible for determining the pre-processing method of different technical standards.

[0031] The analysis processing module is responsible for processing the information items of different technical standards based on the pre-processing method.

[0032] The recommendation processing module is responsible for recommendation processing based on the information item of the technical standard.

[0033] Other features and advantages will be set forth in the accompanying description, and in part will be apparent to those skilled in the art from the description or can be learned by practice of the application as hereinafter described, the objectives and other advantages of the application will be realized and attained by the structure particularly pointed out in the written description and claims thereof.

[0034] In order to make the above-mentioned objectives, features and advantages of the present application more apparent, the following preferred embodiments are specifically described below, and the accompanying drawings are described in detail. BRIEF DESCRIPTION OF DRAWINGS

[0035] The above and other features and advantages of the present application will become more apparent by describing in detail its example embodiments with reference to the attached drawings.

[0036] Figure 1 is a flowchart of a recommendation method;

[0037] Figure 2 is a flowchart of a method for determining a complex analysis technical requirement in a technical requirement;

[0038] Figure 3 is a flowchart of determining that the degree of association between the technical standard and the complex analysis technical requirement meets the requirements;

[0039] Figure 4 is a flowchart of a method for determining a pre-processing method of a technical standard;

[0040] Figure 5 is a framework diagram of a technical standard recommendation device based on a large model. DETAILED DESCRIPTION

[0041] In order to make the technical personnel in the art better understand the technical solutions in the specification, the technical solutions in the specification will be described clearly and completely below in conjunction with the drawings in the specification. Obviously, the described embodiments are only part of the embodiments of the specification, not all. Based on the embodiments of the specification, all other embodiments obtained by those of ordinary skill in the art without creative labor should belong to the scope of protection of the specification.

[0042] In the recommendation processing of the technical standard, according to the data of the technical requirement with difficult analysis processing in the technical requirement associated with the technical standard, a differentiated pre-processing method is generated, so as to improve the recommendation processing efficiency of the technical standard when the user performs the interactive processing of the large model.

[0043] When the number of associated technical standards is greater than 5 or when there are more than 3 associated technical standards and the demand information items of different engineers are not the same, it is determined that the technical demand is a complex analysis technical demand.

[0044] When the total number of matching calls in different complex analysis technical demands is greater than 200, it is determined that the association degree of the technical standard and the complex analysis technical demand does not meet the requirements.

[0045] The number of matching calls within the preset call number range is determined as the associated technical demand.

[0046] According to the average value of the number of demand information items between different matching call numbers, the proportion of the number of technical standards not using the preset analysis mode in the associated technical standards of the associated technical demand, the analysis influence factor under different associated technical demands is determined, and the pre-processing method of the technical standard is determined based on the analysis influence factor.

[0047] Embodiment 1

[0048] As shown in Figure 1 The application provides a recommendation method, specifically including:

[0049] S1, with the analysis result of the large model question and answer data, the technical demand of different engineers is determined, according to the number of technical standards associated with different technical demands, and combined with the change of the demand information item of the engineer in different technical standards, the complex analysis technical demand in the technical demand is determined;

[0050] S2, obtain the calling analysis data of the technical standard in different complex analysis technical demands, according to the calling analysis data, when the association degree of the technical standard and the complex analysis technical demand meets the requirements, enter the next step;

[0051] S3, according to the calling analysis data of the technical standard in different technical demands, determine the associated technical demand of the technical standard;

[0052] S4, with the deviation of the demand data of the information item of the technical standard in different associated technical demands, the composition data of the technical standard of the preset analysis mode, determine the pre-processing method of the technical standard, when the technical standard is called and processed by the technical demand of the large model, the pre-processing method of the technical standard is recommended.

[0053] Further, the technical demand is determined according to the matching result of the user's question and answer data with different preset technical demands and preset keywords, specifically, the preset technical demand with the largest number of matches is taken as the technical demand.

[0054] Table 1 is the correspondence between technical requirements and technical standards.

[0055]

[0056] Further, the technical standard associated with the technical requirement is determined according to the preset correspondence between the technical requirement and the technical standard.

[0057] It can be understood that the variation of the demand information item of the engineer is determined according to the deviation of the demand information item of the different engineers under the technical requirement.

[0058] It should be noted that, as shown in the technical requirement, the determination method of the complex analysis technical requirement in the technical requirement is: Figure 2

[0059] The number of associated technical standards of the technical requirement is determined according to the technical standard associated with the technical requirement, and is taken as the number of associated standards.

[0060] According to the variation of the demand information item of the different engineers under the different associated technical standards, the determination of the technical standard that the demand information items of the different engineers are inconsistent is determined, and is taken as the demand variation technical standard.

[0061] The determination of whether the technical requirement is a complex analysis technical requirement is determined by the number of associated standards and the number of demand variation technical standards.

[0062] Further, when the number of associated standards of the technical requirement is greater than the preset number of associated standard threshold or the number of demand variation technical standards is greater than the number of variation standards threshold, it is determined that the technical requirement is a complex analysis technical requirement.

[0063] Optionally, the determination method of the complex analysis technical requirement in the technical requirement is:

[0064] The number of associated technical standards of the technical requirement is determined according to the technical standard associated with the technical requirement, and is taken as the number of associated standards.

[0065] According to the variation of the demand information item of the different engineers under the different associated technical standards, the determination of the technical standard that the demand information items of the different engineers are inconsistent is determined, and is taken as the demand variation technical standard.

[0066] The analysis complexity value of the technical requirement is determined by the average of the number of associated standards and the number of demand variation technical standards, and whether the technical requirement is a complex analysis technical requirement is determined based on the analysis complexity value.

[0067] ​Further, when the analysis complexity value of the technical requirement is greater than a preset complexity value threshold, it is determined that the technical requirement is a complex analysis technical requirement.

[0068] Further, the calling analysis data includes demand information items of engineers under different technical requirements.

[0069] Specifically, as shown in the figure, it is determined that the association degree of the technical standard and the complex analysis technical requirement meets the requirement, specifically including: Figure 3

[0070] With the calling analysis data, the matching calling times of the technical standard under different complex analysis technical requirements are determined;

[0071] According to the matching calling times, the associated complex requirements in the complex analysis technical requirement are determined.

[0072] Through the number of the associated complex requirements, it is determined whether the association degree of the technical standard and the complex analysis technical requirement meets the requirement.

[0073] Further, the matching calling times are the matching calling times of the complex analysis technical requirement matched with the demand of the engineer.

[0074] It should be noted that the associated complex requirement is a complex analysis technical requirement with a matching calling time greater than a preset matching calling time threshold.

[0075] Further, when the number of the associated complex requirements is greater than a preset number of associated complex requirements threshold, it is determined that the association degree of the technical standard and the complex analysis technical requirement does not meet the requirement.

[0076] It can be understood that when the association degree of the technical standard and the complex analysis technical requirement does not meet the requirement, the preset analysis mode is used for the pre-processing of the technical standard.

[0077] Optionally, it is determined that the association degree of the technical standard and the complex analysis technical requirement meets the requirement, specifically including:

[0078] With the calling analysis data, the matching calling times of the technical standard under different complex analysis technical requirements are determined;

[0079] According to the sum of the matching calling times under different complex analysis technical requirements, the total matching calling times are determined.

[0080] Through the total matching calling times, it is determined whether the association degree of the technical standard and the complex analysis technical requirement meets the requirement.

[0081] ​Further, when the total number of matching calls is greater than a preset total number of matching calls threshold, it is determined that the association degree of the technical standard and the complex analysis technical requirement does not meet the requirement.

[0082] Optionally, the determination that the association degree of the technical standard and the complex analysis technical requirement meets the requirement specifically includes:

[0083] S21 determines, with the call analysis data, the number of matching calls of the technical standard under different complex analysis technical requirements, and determines a total number of matching calls according to the sum of the number of matching calls under different complex analysis technical requirements;

[0084] Optionally, in one of the embodiments, the step S21 further includes the following three cases:

[0085] Case 1: when the total number of matching calls does not meet the requirement, i.e., is greater than a threshold, it is determined that the association degree of the technical standard and the complex analysis technical requirement does not meet the requirement;

[0086] Case 2: when the total number of matching calls meets the requirement, the complex analysis technical requirement with matching call data is determined according to the number of matching calls under different complex analysis technical requirements, and when the complex analysis technical requirement with matching call data is less than a preset requirement quantity threshold, if the number of matching calls under different complex analysis technical requirements is less than a preset number of matching calls threshold, it is determined that the association degree of the technical standard and the complex analysis technical requirement meets the requirement;

[0087] Case 3: when the complex analysis technical requirement with matching call data is not less than the preset requirement quantity threshold or the number of matching calls under different complex analysis technical requirements is not less than the preset number of matching calls threshold: if the number of complex analysis technical requirements with matching call numbers not less than the preset number of matching calls threshold is greater than a threshold, it is determined that the association degree of the technical standard and the complex analysis technical requirement does not meet the requirement.

[0088] S22 determines, according to the number of matching calls under different complex analysis technical requirements and in combination with the number of technical standards associated with different complex analysis technical requirements, a processing timeliness influence value under different complex analysis technical requirements;

[0089] Exemplarily, in one of the embodiments, the processing timeliness influence value under the complex analysis technical requirement is determined according to the product of the number of matching calls and the number of associated technical standards.

[0090] In a possible embodiment, when the processing timeliness influence value does not meet the requirement, i.e., is greater than the threshold value, of the complex analysis technical requirement, it is determined that the association degree of the technical standard with the complex analysis technical requirement does not meet the requirement.

[0091] In addition, if there is no complex analysis technical requirement whose processing timeliness influence value does not meet the requirement, when the processing timeliness influence values under different complex analysis technical requirements are all less than the preset processing timeliness influence value threshold value, if there is a complex analysis technical requirement matching the calling data less than the preset requirement quantity threshold value, it is determined that the association degree of the technical standard with the complex analysis technical requirement meets the requirement.

[0092] If there is a complex analysis technical requirement matching the calling data not less than the preset requirement quantity threshold value, when the sum of the processing timeliness influence values under different complex analysis technical requirements does not meet the requirement, i.e., is greater than the threshold value, it is determined that the association degree of the technical standard with the complex analysis technical requirement does not meet the requirement, and only when the sum of the processing timeliness influence values under different complex analysis technical requirements meets the requirement, the determination of the timeliness influence value is performed.

[0093] S23 determines the timeliness influence value of the technical standard by the matching calling total number and the processing timeliness influence value under different complex analysis technical requirements, and determines whether the association degree of the technical standard with the complex analysis technical requirement meets the requirement based on the timeliness influence value.

[0094] In a possible embodiment, the influence weight value of different complex analysis technical requirements is determined according to the product of different matching calling total numbers and a preset proportion factor, and the timeliness influence value of the technical standard is determined based on the sum of the products of the influence weight value and the processing timeliness influence value under different complex analysis technical requirements.

[0095] Optionally, the value range of the timeliness influence value is between 0 and 1, and when the timeliness influence value is greater than a preset timeliness influence threshold value, in a possible embodiment, greater than 0.6, it is determined that the association degree of the technical standard with the complex analysis technical requirement does not meet the requirement.

[0096] Further, the associated technical requirement of the technical standard is a technical requirement with a matching calling number greater than a preset matching calling number value.

[0097] Specifically, the technical standard of the preset analysis mode is to perform a preset analysis processing and storage on all information items in the technical standard.

[0098] It should be noted that the deviation of the requirement data of the information item is determined according to the number of deviation of the requirement information item between different matching calling numbers under the associated technical requirement.

[0099] It is understandable that if Figure 4 As shown, the method for determining the pre-processing method of the technical standard is:

[0100] Determine the number of deviations between the requirement information items of different matching call times in the associated technical requirements based on the deviation of the requirement data of the technical standard information items in the associated technical requirements, and determine the number of deviation calls based on the number of deviations from the requirement information items of other matching call times;

[0101] Determine the proportion of technical standards associated with the associated technical requirements that do not adopt the preset parsing mode, and use this as the proportion of screening types;

[0102] Based on the average of the proportion of the number of deviation calls under different related technical requirements to the number of matching calls under the related technical requirements and the proportion of the number of screening types, the analysis impact factors under different related technical requirements are determined, and the pre-processing method of the technical standard is determined based on the analysis impact factors.

[0103] Furthermore, a pre-processing method for determining the technical standard based on the analyzed impact factor specifically includes:

[0104] When there is an associated technical requirement whose analytical impact factor is greater than a preset impact factor threshold, the technical standard is pre-processed according to the preset analytical mode;

[0105] When there is no associated technical requirement whose analytical impact factor is greater than the preset impact factor threshold, it is determined whether the sum of the analytical impact factors of different associated technical requirements is greater than the preset impact factor threshold. If so, the second preset analytical mode is used to pre-process the technical standard. If not, no pre-processing is required.

[0106] It can be understood that the requirement information item is an information item that matches the requirement of the engineering personnel under the associated call requirement.

[0107] Furthermore, the deviation call times are the matching call times whose sum of the deviation numbers of the demand information items and other matching call times is greater than a preset demand deviation number threshold.

[0108] Specifically, the second preset parsing mode is used to pre-process the technical standard, specifically including:

[0109] Based on the preset impact factor value, determine the associated technical requirements whose analytical impact factor is greater than the preset impact factor value and use it as the influencing technical requirement;

[0110] The target information item is determined based on the sum of the matching call times of the information item of the technical standard under different influence technical requirements being greater than a preset number threshold, and the target information item of the technical standard is pre-analyzed and stored.

[0111] Optionally, the determined method of the pre-processing method of the technical standard is:

[0112] S41 determines the number of technical standards not using the preset analysis mode in the associated technical standards of the associated technical requirements, and determines the call delay influence value of the associated technical requirements in combination with the number of technical standards using the preset analysis mode under the associated technical requirements.

[0113] In one possible embodiment, the call delay influence value of the associated technical requirements is determined according to a preset weight value of the technical standards not using the preset analysis mode, the number of preset weight values of the technical standards using the preset analysis mode under the associated technical requirements, and the determination.

[0114] Optionally, when the number of associated technical requirements of the technical standard is relatively large, that is, greater than a certain number threshold, the pre-processing of the technical standard is performed according to the preset analysis mode, and when the number of associated technical requirements of the technical standard meets the requirement, the matching call total number under different associated technical requirements is determined based on the matching call number under different associated technical requirements, and when the matching call total number under different associated technical requirements is relatively large, that is, greater than a certain call number, the pre-processing of the technical standard is performed according to the preset analysis mode.

[0115] Further, if the matching call total number under different associated technical requirements meets the requirement, when there is an associated technical requirement whose call delay influence value does not meet the requirement, that is, greater than a preset threshold, the pre-processing of the technical standard is performed according to the preset analysis mode, and when there is no associated technical requirement whose call delay influence value does not meet the requirement, the determination of the information item requirement deviation value is performed again.

[0116] S42 determines the deviation number of the requirement information item between different matching call numbers in the associated technical requirements based on the deviation of the requirement data of the information item of the technical standard in the associated technical requirements, and determines the information item requirement deviation value of the associated technical requirements according to the deviation number of the requirement information item between different matching call numbers and in combination with the matching call number of the technical standard in the associated technical requirements.

[0117] In the above step, in one possible embodiment, according to the number of deviation of the demand information items from the other matching call times, when the number of deviation-free calls, i.e. the number of calls with deviation greater than a preset threshold, is determined, and the sum of the call delay impact values of different associated technical demands is within a preset delay impact value interval, the pre-processing of the technical standard is performed according to a second preset analysis mode.

[0118] In addition, if the sum of the call delay impact values of different associated technical demands is not within the preset delay impact value interval, when the sum of the deviation call times of different associated technical demands is more, i.e. greater than a threshold, the pre-processing of the technical standard is performed according to a preset analysis mode, and when the sum of the deviation call times of different associated technical demands is not more, when there is an associated technical demand with an information item demand deviation value that does not meet the requirement, i.e. greater than a preset deviation threshold, the pre-processing of the technical standard is performed according to a preset analysis mode.

[0119] In the above step, the information item demand deviation value of the associated technical demand is determined according to the sum of the deviation weight coefficients corresponding to the number of deviations of the demand information items between different matching call times, wherein the deviation weight coefficient is determined according to the product of the number of deviations and a preset proportion factor.

[0120] S43 determines the analysis impact factor under different associated technical demands based on the call delay impact value and the information item demand deviation value under different associated technical demands, and determines the pre-processing method of the technical standard based on the analysis impact factor.

[0121] Further, the pre-processing method of the technical standard is used for recommendation processing, specifically including:

[0122] The technical demand matching the search keyword of the engineer is determined as the matching demand information item of the engineer.

[0123] According to the pre-processing method of the technical standard, the matching demand information item of the technical standard is obtained.

[0124] Based on the matching demand information item of the technical standard, the recommendation processing is performed.

[0125] Table 2 is a reference technical standard in the design process of a common range hood

[0126]

[0127] Specifically, when the preset processing method of the technical standard is not required for pre-processing identification, when there is a matching demand information item, real-time analysis processing of the technical standard is performed to obtain the matching demand information item of the technical standard.

[0128] It should be noted that the matching requirement information item is an information item whose matching call times under the technical requirement are greater than a preset matching call times threshold.

[0129] Example 2

[0130] Second, as Figure 5 As shown, the present invention provides a technical standard recommendation device based on a large model, specifically comprising:

[0131] Parsing method determination module, parsing processing module, recommendation processing module;

[0132] The analysis method determination module is responsible for determining the pre-processing methods of different technical standards;

[0133] The parsing and processing module is responsible for processing information items of different technical standards based on the pre-processing method;

[0134] The recommendation processing module is responsible for performing recommendation processing based on information items of technical standards.

[0135] The various embodiments in this specification are described in a progressive manner. Similar portions between the various embodiments can be referenced to each other, and each embodiment focuses on the differences from the other embodiments. In particular, the device, apparatus, and non-volatile computer storage medium embodiments are generally similar to the method embodiments, so their descriptions are relatively simplified. For relevant details, refer to the descriptions of the method embodiments.

[0136] The foregoing description of this specification describes specific embodiments. Other embodiments are within the scope of the appended claims. In some cases, the actions or steps recited in the claims can be performed in an order different from that described in the embodiments and still achieve the desired results. Furthermore, the processes depicted in the accompanying drawings do not necessarily require the specific order shown or the sequential order to achieve the desired results. In certain embodiments, multitasking and parallel processing are also possible or may be advantageous.

[0137] The foregoing description is merely one or more embodiments of this specification and is not intended to limit this specification. It will be apparent to those skilled in the art that various modifications and variations may be made to one or more embodiments of this specification. Any modifications, equivalent substitutions, or improvements made within the spirit and principles of one or more embodiments of this specification are intended to be within the scope of the claims of this specification.

Claims

1. A recommendation method characterized by comprising: Specifically comprising: According to the analysis result of the question and answer data of the large model, the technical requirements of different engineers are determined, the number of technical standards associated with different technical requirements is determined, and the change of the demand information item of the engineer in different technical standards is determined. The complex analysis technical requirement in the technical requirement is determined; Obtain the calling analysis data of the technical standard in different complex analysis technical requirements, and when the correlation degree of the technical standard and the complex analysis technical requirement meets the requirement according to the calling analysis data, proceed to the next step; According to the calling analysis data of the technical standard in different technical requirements, the associated technical requirements of the technical standard are determined; According to the deviation of the demand data of the information item of the technical standard in different associated technical requirements and the composition data of the technical standard of the preset analysis mode, the pre-processing method of the technical standard is determined, and when the technical standard is called and processed by the technical requirement of the large model, the recommended processing is performed by the pre-processing method of the technical standard; Determine whether the correlation degree of the technical standard and the complex analysis technical requirement meets the requirement, specifically comprising: According to the calling analysis data, the matching calling times of the technical standard under different complex analysis technical requirements are determined; According to the matching calling times, the associated complex requirements in the complex analysis technical requirement are determined; Through the number of the associated complex requirements, it is determined whether the correlation degree of the technical standard and the complex analysis technical requirement meets the requirement; When the number of the associated complex requirements is greater than the preset associated complex requirement threshold, it is determined that the correlation degree of the technical standard and the complex analysis technical requirement does not meet the requirement; The method for determining the pre-processing method of the technical standard is: According to the deviation of the demand data of the information item of the technical standard in the associated technical requirement, the deviation number of the demand information item between different matching calling times in the associated technical requirement is determined, and the deviation calling times are determined according to the deviation number of the demand information item of other matching calling times; Determine the proportion of the number of technical standards that do not use the preset analysis mode in the associated technical standards of the associated technical requirement, and take it as the screening type number proportion; Based on the average of the proportion of the deviation calling times under different associated technical requirements in the matching calling times of the associated technical requirements and the screening type number proportion, the analysis influence factor under different associated technical requirements is determined, and the pre-processing method of the technical standard is determined based on the analysis influence factor.

2. The recommendation method of claim 1, wherein, The technical requirement is determined according to the matching result of the question and answer data of the engineer and the preset key word of different preset technical requirements. Specifically, the preset technical requirement with the largest matching number is taken as the technical requirement.

3. The recommendation method of claim 1, wherein, The change of the demand information item of the engineer is determined according to the deviation of the demand information item of different engineers under the technical requirement.

4. The recommendation method of claim 1, wherein, The technical standard associated with the technical requirement is determined according to the preset correspondence between the technical requirement and the technical standard.

5. The recommendation method of claim 1, wherein, The method for determining the complex analysis technical requirement in the technical requirement is: Determine the number of associated technical standards of the technical requirement according to the associated technical standards of the technical requirement, and take it as the associated standard number. Determine the determination of the technical standard of the inconsistent demand information items of different engineering personnel according to the change of the demand information items of different engineering personnel under different associated technical standards, and take it as the demand change technical standard. Determine whether the technical requirement is a complex analysis technical requirement through the associated standard number and the number of demand change technical standards.

6. The recommendation method of claim 1, wherein, The technical standard of the preset analysis mode is to perform pre-analysis processing and storage on all information items in the technical standard.

7. The recommendation method of claim 1, wherein, The deviation of the demand data of the information item is determined according to the number of deviations of the demand information items between different matching call times under the associated technical requirement.

8. A large model-based technical standard recommendation device, which adopts any one of the recommendation methods of claims 1-7, specifically comprising: an analysis mode determination module, an analysis processing module, and a recommendation processing module; The analysis mode determination module is responsible for determining the pre-processing method of different technical standards. The analysis processing module is responsible for processing the information items of different technical standards based on the pre-processing method. The recommendation processing module is responsible for recommendation processing based on the information items of the technical standard.

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