CN107491536A - A kind of examination question method of calibration, examination question calibration equipment and electronic equipment - Google Patents

A kind of examination question method of calibration, examination question calibration equipment and electronic equipment Download PDF

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CN107491536A
CN107491536A CN201710725966.5A CN201710725966A CN107491536A CN 107491536 A CN107491536 A CN 107491536A CN 201710725966 A CN201710725966 A CN 201710725966A CN 107491536 A CN107491536 A CN 107491536A
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examination question
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keyword
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examination
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CN107491536B (en
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张�浩
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Guangdong Genius Technology Co Ltd
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Guangdong Genius Technology Co Ltd
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
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    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/21Design, administration or maintenance of databases
    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09BEDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B7/00Electrically-operated teaching apparatus or devices working with questions and answers
    • G09B7/02Electrically-operated teaching apparatus or devices working with questions and answers of the type wherein the student is expected to construct an answer to the question which is presented or wherein the machine gives an answer to the question presented by a student

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Abstract

The invention discloses a kind of examination question method of calibration, examination question calibration equipment and electronic equipment, wherein, the examination question method of inspection includes:Obtain the contents of test question and examination question attribute of examination question to be verified;The contents of test question and the examination question keyword in default identification storehouse are subjected to semantic matches, wherein, each examination question keyword has corresponding examination question attribute;If target examination question keyword be present, whether the examination question attribute examination question attribute corresponding with the target examination question keyword for detecting the examination question to be verified matches, wherein, the target examination question keyword is and the successful examination question keyword of the contents of test question semantic matches;If the examination question attributes match success corresponding with the target examination question keyword of the examination question attribute of the examination question to be verified, the examination question to be verified is preserved to test item bank.The present invention program has saved the verification cost of examination question attribute, improves the verification efficiency of examination question attribute.

Description

A kind of examination question method of calibration, examination question calibration equipment and electronic equipment
Technical field
The present invention relates to online exam pool technical field, and in particular to a kind of examination question method of calibration, examination question calibration equipment and electricity Sub- equipment.
Background technology
With the development of information and electronic technology, recent all kinds of on-line study class websites and application program have obtained rapidly Development.Online exam pool is mainly used in student's on-line search study, system intelligence as a kind of common study class product therein Make the test.Wherein, each road topic in online exam pool has its theme attribute, the information such as predominantly affiliated subject, grade.If These information malfunction, then the examination question that student is likely to be received mistake during online exam pool is used is may result in, for example, If the student of primary grades has taken the examination question of senior class, the super guiding principle of the examination question can be caused;If the student of senior class takes The examination question of primary grades, then can be too simple due to contents of test question, can not the learning Content current to student effectively trained.
At present, the common practice in industry is artificially to carry out attribute labeling and examination & verification to each road examination question by editing, generally For after editor gets one of examination question, by understanding of the editor to contents of test question, affiliated subject, the grade of examination question are marked manually Deng examination question attribute, then proofreaded again by press corrector.Because the process is entirely the subjective operation of people, not only need higher Human cost, and be easy to appearance and slip or mistake, cause examination question attribute labeling mistake.
The content of the invention
In view of this, the invention provides a kind of examination question method of calibration, examination question calibration equipment and electronic equipment, it is intended to saves The cost of examination question attribute is verified, improves the efficiency of verification examination question attribute.
The first aspect of the present invention provides a kind of examination question method of calibration, and the examination question method of calibration includes:
Obtain the contents of test question and examination question attribute of examination question to be verified;
The contents of test question and the examination question keyword in default identification storehouse are subjected to semantic matches, wherein, each examination question Keyword has corresponding examination question attribute;
If target examination question keyword be present, examination question attribute and the target examination question for detecting the examination question to be verified are crucial Whether examination question attribute matches corresponding to word, wherein, the target examination question keyword is and contents of test question semantic matches success Examination question keyword;
If the examination question attributes match success corresponding with the target examination question keyword of the examination question attribute of the examination question to be verified, Then the examination question to be verified is preserved to test item bank.
The second aspect of the present invention provides a kind of examination question calibration equipment, and the examination question calibration equipment includes:
First information acquiring unit, for obtaining the contents of test question and examination question attribute of examination question to be verified;
Semantic matches unit, the contents of test question for described information acquiring unit to be got are identified in storehouse with default Examination question keyword carries out semantic matches, wherein, each examination question keyword has corresponding examination question attribute;
Attributes match unit, for when the semantic matches unit determines to have target examination question keyword, described in detection The examination question attribute for the examination question to be verified that information acquisition unit is got examination question attribute corresponding with the target examination question keyword is No matching, wherein, the target examination question keyword is and the successful examination question keyword of the contents of test question semantic matches;
Unit is put in storage, for the examination question attribute that the examination question to be verified is determined when the attributes match unit and the target Corresponding to examination question keyword during the success of examination question attributes match, the examination question to be verified is preserved to test item bank.
The third aspect of the present invention provides a kind of electronic equipment, including memory, processor and is stored in described deposit In reservoir and the computer program that can run on the processor, realized such as during computer program described in the computing device The step of upper methods described.
The fourth aspect of the present invention provides a kind of computer-readable recording medium, and the computer-readable recording medium is deposited Computer program is contained, the step of computer program realizes method as described above when being executed by processor.
Therefore in the present invention, the contents of test question and examination question attribute of examination question to be verified are obtained first, then by described in Contents of test question carries out semantic matches with the examination question keyword in default identification storehouse, wherein, each examination question keyword has correspondingly Examination question attribute, when target examination question keyword be present, it is corresponding with the target examination question keyword to detect the examination question attribute Whether examination question attribute matches, wherein, the target examination question keyword closes for examination question successful with the contents of test question semantic matches Keyword, will be described to be verified if examination question attribute examination question attributes match success corresponding with the target examination question keyword Examination question is preserved to test item bank.Because whether the present invention is correct by default identification storehouse automatic Verification examination question attribute, therefore, can subtract Lack the cost of labor for examining examination question attribute, so as to improve the efficiency of verification examination question attribute, reduce the examination question in test item bank There is the examination question attribute of mistake.
Brief description of the drawings
Technical scheme in order to illustrate the embodiments of the present invention more clearly, below will be to embodiment or description of the prior art In the required accompanying drawing used be briefly described, it should be apparent that, drawings in the following description be only the present invention some Embodiment, for those of ordinary skill in the art, without having to pay creative labor, can also be according to these Accompanying drawing obtains other accompanying drawings.
Fig. 1 is the implementation process schematic diagram of examination question method of calibration provided in an embodiment of the present invention;
Fig. 2 is another implementation process schematic diagram of examination question method of calibration provided in an embodiment of the present invention;
Fig. 3 is the specific implementation schematic flow sheet of step S102 or step S202 in Fig. 1 or embodiment illustrated in fig. 2;
Fig. 4 is the structural representation of examination question calibration equipment provided in an embodiment of the present invention;
Fig. 5 is the schematic diagram of electronic equipment provided in an embodiment of the present invention.
Embodiment
In describing below, in order to illustrate rather than in order to limit, it is proposed that such as tool of particular system structure, technology etc Body details, thoroughly to understand the embodiment of the present invention.However, it will be clear to one skilled in the art that there is no these specific The present invention can also be realized in the other embodiments of details.In other situations, omit to well-known system, device, electricity Road and the detailed description of method, in case unnecessary details hinders description of the invention.
In order to illustrate technical solutions according to the invention, illustrated below by specific embodiment.
Embodiment one
Fig. 1 shows the implementation process for the examination question method of calibration that the embodiment of the present invention one provides, and details are as follows:
In step S101, the contents of test question and examination question attribute of examination question to be verified are obtained;
In embodiments of the present invention, the contents of test question and examination question attribute of examination question to be verified can be obtained first.Can be from Above-mentioned examination question to be verified is obtained in default test item bank to be verified or receives the examination question to be verified that user sends, herein It is not construed as limiting.The contents of test question of above-mentioned examination question to be verified includes but is not limited to stem part and answer part;Above-mentioned examination to be tested The examination question attribute of topic includes grade belonging to the affiliated subject of examination question and examination question, certainly, can also also include examining ground, examination question belonging to examination question Nss message etc. is published, is not construed as limiting herein.
In step s 102, above-mentioned contents of test question and the examination question keyword in default identification storehouse are subjected to semantic matches;
In embodiments of the present invention, above-mentioned contents of test question and the examination question keyword in default identification storehouse can be subjected to language Justice matching, wherein, each examination question keyword has corresponding examination question attribute.Above-mentioned identification storehouse, can be by developing in initialization Personnel after sorting out common examination question keyword and corresponding examination question attribute, are manually entered identification storehouse according to textbook or teaching material In, it is of course also possible to initialize above-mentioned identification storehouse by other means, it is not construed as limiting herein.For example, in above-mentioned identification storehouse, deposit There is " quadratic function " this examination question keyword, can determine that " quadratic function " belongs to the knowledge point of junior three mathematics section according to teaching material, Then examination question attribute corresponding with " quadratic function " this examination question keyword is " junior three " " mathematics ".Also, people is going out due to setting a question During examination question, in order to examine students to adjust to changed conditions, the ability of divergent thinking, the knowledge point on teaching material blunt will not generally inscribed Stem portion is pointed out, but can make certain adjustment, make it that examination question is more diversified.Although thus occur some topics with Character express on teaching material is different, but its actual meaning to be expressed is still the situation consistent with teaching material.Consider Such case, in step s 102, above-mentioned contents of test question and the examination question keyword in default identification storehouse can be subjected to semanteme Matching, to obtain more accurate matching result.
In step s 103, if target examination question keyword be present, detect the examination question attribute of above-mentioned examination question to be verified with it is upper Whether examination question attribute corresponding to stating target examination question keyword matches;
In embodiments of the present invention, if there are target examination question keyword, continue to detect the examination of above-mentioned examination question to be tested Whether corresponding with the above-mentioned target examination question keyword examination question attribute of topic attribute matches, wherein, above-mentioned target examination question keyword for The above-mentioned successful examination question keyword of contents of test question semantic matches.That is to say examine above-mentioned examination question to be verified examination question attribute whether with Examination question attribute corresponding to above-mentioned target examination question keyword is consistent, if unanimously, then it is assumed that the match is successful;It is if inconsistent, then it is assumed that With unsuccessful.
In step S104, if the examination question attribute of above-mentioned examination question to be verified examination question corresponding with above-mentioned target examination question keyword Attributes match success, then preserve above-mentioned examination question to be verified to test item bank;
In embodiments of the present invention, if step S103 detects to obtain the examination question attribute of above-mentioned examination question to be verified and above-mentioned mesh Mark entity key corresponding to examination question attributes match success, then it is assumed that the examination question attribute of above-mentioned examination question to be verified verified it is errorless, Above-mentioned examination question to be verified can be preserved into test item bank, be checked so that User obtains.
Therefore by the embodiment of the present invention, first by the contents of test question of examination question to be verified and the examination question in identification storehouse Keyword is matched, the match is successful obtain target examination question keyword after, then the examination question attribute of examination question to be verified and target tried Examination question attribute corresponding to topic keyword is matched, and is then put in storage above-mentioned examination question to be verified after the match is successful again, is matched twice Process can greatly improve verification efficiency to the examination question attribute of examination question to be verified, and need not manually be grasped during this Make, saved cost of labor.
It should be understood that the size of the sequence number of each step is not meant to the priority of execution sequence, each process in above-described embodiment Execution sequence should determine that the implementation process without tackling the embodiment of the present invention forms any limit with its function and internal logic It is fixed.
Embodiment two
Fig. 2 shown when in the absence of target examination question keyword, or, when above-mentioned examination question to be tested examination question attribute with it is upper When stating examination question attribute corresponding to target entity keyword the match is successful, another examination question method of calibration provided in an embodiment of the present invention Implementation process:
In step s 201, the contents of test question and examination question attribute of examination question to be verified are obtained;
In step S202, above-mentioned contents of test question and the examination question keyword in default identification storehouse are subjected to semantic matches;
In embodiments of the present invention, above-mentioned steps S201 and above-mentioned steps S202 respectively with above-mentioned steps S101 and above-mentioned step Rapid S102 implementation is same or similar, does not repeat herein.
In step S203, if above-mentioned target examination question keyword is not present, above-mentioned examination question to be verified is sent to examination & verification visitor Family end;
In embodiments of the present invention, when not finding contents of test question with above-mentioned examination question to be verified in default identification storehouse During the examination question keyword of matching, i.e. when being not present in above-mentioned identification storehouse, target examination question corresponding with above-mentioned examination question to be verified is crucial During word, then it is assumed that examination question can not be verified automatically by above-mentioned identification storehouse, above-mentioned examination question to be verified can be sent to careful Core client, wherein, examination & verification client is that examination & verification client is to be logged in the client of auditor's account.School is being treated by above-mentioned Test examination question to send to examination & verification client, wait auditor to carry out manual examination and verification to examination question to be tested.
In step S204, if target examination question keyword be present, detect the examination question attribute of above-mentioned examination question to be verified with it is upper Whether examination question attribute corresponding to stating target examination question keyword matches;
In embodiments of the present invention, if there are target examination question keyword, continue to detect the examination of above-mentioned examination question to be tested Whether corresponding with the above-mentioned target examination question keyword examination question attribute of topic attribute matches, wherein, above-mentioned target examination question keyword for The above-mentioned successful examination question keyword of contents of test question semantic matches.That is to say examine above-mentioned examination question to be verified examination question attribute whether with Examination question attribute corresponding to above-mentioned target examination question keyword is consistent, if unanimously, then it is assumed that the match is successful, into step S205;If no Unanimously, then it is assumed that matching is failed, into step S206.
In step S205, above-mentioned examination question to be verified is preserved to test item bank;
In embodiments of the present invention, if step S204 detects to obtain the examination question attribute of above-mentioned examination question to be verified and above-mentioned mesh Mark entity key corresponding to examination question attributes match success, then it is assumed that the examination question attribute of above-mentioned examination question to be verified verified it is errorless, Above-mentioned examination question to be verified can be preserved into test item bank, be checked so that User obtains.
In step S206, above-mentioned examination question to be verified is sent to examination & verification client;
In embodiments of the present invention, if detecting the examination question attribute of the target examination question keyword obtained in step S204 not Can be with the examination question attributes match success of above-mentioned examination question to be verified, i.e. if the examination question attribute of target examination question keyword treats school with above-mentioned It is inconsistent to test the examination question attribute of examination question, then by above-mentioned examination question to be verified send to examination & verification client, for auditor pass through it is upper State examination & verification client and carry out manual examination and verification.Examination & verification client in this step can be stepped on the examination & verification client in step S203 The land client of same auditor's account or from the examination & verification client in step S203 different person approving are logged in The client of member's account, is not construed as limiting herein.
In step S207, if receiving the verification examination question that above-mentioned examination & verification client is sent, examination has been verified by above-mentioned Topic is preserved to above-mentioned test item bank;
In embodiments of the present invention, in step S203 or in step S206, there occurs due to that can not pass through identification Storehouse is verified to examination question to be verified, and above-mentioned examination question to be verified is sent to this operation of examination & verification client.Thus, above-mentioned , will be above-mentioned if having received the verification examination question that above-mentioned examination & verification client is sent after step S203 or above-mentioned steps S206 Examination question has been verified to preserve into above-mentioned test item bank, wherein, the above-mentioned examination question that verified is above-mentioned school of the examination & verification client based on input Obtained examination question is tested after operation verifies to above-mentioned examination question to be verified.Because in step S203 and step S206, examination & verification is objective Family end have received examination question to be verified;Auditor can treat school after examination & verification client have received examination question to be verified Test examination question and carry out desk checking operation:If the examination question attribute of examination question to be verified is correct, can match with contents of test question, then really Fixed examination question to be verified is errorless, directly is defined as having verified examination question by examination question to be verified;If the examination question attribute of examination question to be verified is not Correctly, then the examination question attribute of examination question to be verified is modified operation, with enable examination question to be verified examination question attribute and its Contents of test question matches, and is defined as having verified examination question by have modified the examination question to be verified after examination question attribute.Certainly, auditor It may also find that contents of test question has mistake in checking procedure, then auditor can also be to the contents of test question of examination question to be verified Modify, be not construed as limiting herein.Then, examination & verification client will send it is above-mentioned verified examination question, above-mentioned to have verified examination Topic can be saved to above-mentioned test item bank.
Alternatively, in order that above-mentioned identification storehouse can obtain timely updates, when receiving what above-mentioned examination & verification client was sent When having verified examination question, above-mentioned examination question method of calibration also includes:
Obtain the above-mentioned contents of test question for having verified examination question and examination question attribute;
According to the above-mentioned contents of test question for having verified examination question and examination question attribute, above-mentioned identification storehouse is updated.
Wherein, when receiving the examination question of verification that above-mentioned examination & verification client is sent, due to only identifying that storehouse can not be right When examination question to be verified is accurately verified, examination question to be verified can just be verified by auditing client, thus, now receive The examination question of verification sent to examination & verification client means to identify storehouse Shortcomings, it may be possible to not comprising examination question to be verified Examination question keyword, it is also possible to which the examination question attribute of the target examination question keyword corresponding with examination question to be verified can not be with examination to be verified Topic matches.In order that must identify that storehouse can obtain timely updates, after the examination question of verification that examination & verification client is sent is got, It can continue to obtain the above-mentioned contents of test question for having verified examination question and examination question attribute, and according to the above-mentioned contents of test question for having verified examination question And examination question attribute is updated to identification storehouse.If for example, the contents of test question of examination question to be verified around quadratic function deploy, And identify in storehouse without quadratic function this examination question keyword, then examination question to be verified can be sent to examination & verification client and enter pedestrian Work verifies;Assuming that in the examination question of verification that examination & verification client is sent, contents of test question does not change, still for around quadratic function exhibition The examination question opened, examination question attribute are confirmed as " junior three " " mathematics ", then can be added to " quadratic function " as examination question keyword Identify in storehouse, and add examination question attribute " junior three " " mathematics " corresponding with " quadratic function " simultaneously.
Therefore by the embodiment of the present invention, in matching process twice, once occur can not the feelings that the match is successful Condition, then by above-mentioned examination question to be verified send to examination & verification client, further audited by auditor so that automatic Verification and Desk checking can be good at combining, and on the one hand avoid large-scale desk checking, on the one hand improve the accuracy of verification.
It should be understood that the size of the sequence number of each step is not meant to the priority of execution sequence, each process in above-described embodiment Execution sequence should determine that the implementation process without tackling the embodiment of the present invention forms any limit with its function and internal logic It is fixed.
Embodiment three
On the basis of above-mentioned two embodiment, Fig. 3 shows in embodiment one step in step S102 and embodiment two S202 specific implementation flow chart, details are as follows:
In step S301, according to above-mentioned contents of test question, keyword to be verified is extracted;
In embodiments of the present invention, can be according to above-mentioned to be verified after the contents of test question of examination question to be verified is got The contents of test question of examination question, extract keyword to be verified.Herein, the number of above-mentioned keyword to be verified is not limited, thus may More than two keywords to be verified can be extracted.Above-mentioned keyword to be verified not only can be from the stem portion of examination question to be verified Divide and extract, can also go out from the answer extracting section of examination question to be verified, be not construed as limiting herein.
In step s 302, the semantic similarity of each keyword to be verified and above-mentioned examination question keyword is calculated respectively;
In embodiments of the present invention, for the keyword to be verified of acquisition, calculate respectively each keyword to be verified with Identify the semantic similarity of each examination question keyword in storehouse.Can calculate keyword to be verified according to taxonomic hierarchies to close with examination question The semantic distance of keyword is calculated after being counted as semantic similarity or using large-scale corpus and treats school The semantic similarity of customs examination keyword and examination question keyword, is not construed as limiting herein.
In step S303, if the semantic similarity of above-mentioned keyword to be verified and above-mentioned examination question keyword is not less than and preset Semantic similarity threshold value, then will be not less than default semantic similarity threshold value with the semantic similarity of above-mentioned keyword to be verified Examination question keyword be defined as and the above-mentioned successful target examination question keyword of Keywords matching to be verified;
In embodiments of the present invention, when the semantic similarity that above-mentioned keyword to be verified and an examination question keyword is calculated During not less than default semantic similarity threshold value, it is possible to which above-mentioned examination question keyword is defined as into target examination question keyword.To appointing One keyword to be verified, once finding matched target examination question keyword, then it can terminate the calculating to its semantic similarity, And continue to search for next target examination question keyword with next Keywords matching to be verified.
Alternatively, after above-mentioned steps S302, above-mentioned examination question method of calibration also includes:
According to the quantity of above-mentioned target examination question keyword and the quantity of all keywords to be verified of above-mentioned examination question to be verified, Calculate Keywords matching ratio;
Then now, if above-mentioned have target examination question keyword, detect the examination question attribute of above-mentioned examination question to be verified with it is above-mentioned Whether examination question attribute corresponding to target examination question keyword matches, and can be embodied in:
If above-mentioned Keywords matching ratio has exceeded default proportion threshold value, the examination question attribute of above-mentioned examination question to be verified is detected Whether examination question attribute corresponding with above-mentioned target examination question keyword matches.
Wherein, it is not that all keywords to be verified of examination question to be verified can find the target examination question pass to match with it Keyword, it may occur that together in the keyword to be tested of examination question to be verified, only seldom keyword to be tested matches The situation of target examination question keyword.For example, examination question to be verified has extracted 10 keywords to be verified together, but wherein there was only 2 Individual Keywords matching to be verified has arrived target examination question keyword, it is clear that, now such case stills need to be sent to examination & verification client End carries out desk checking by auditor.Thus, herein, the quantity of target examination question keyword and examination to be verified can be calculated The ratio of the quantity of all keywords to be verified of topic, as Keywords matching ratio.Only when above-mentioned Keywords matching ratio exceedes During default proportion threshold value, just think that current Keywords matching is meaningful, can continue to detect examination question to be verified Whether examination question attribute examination question attribute corresponding with above-mentioned target examination question keyword matches;If above-mentioned Keywords matching ratio does not surpass Default proportion threshold value is crossed, then is sent above-mentioned examination question to be verified to examination & verification client.Further, in matching examination question attribute During, if it find that the situation that examination question attribute between different target examination question keyword is inconsistent, then select accounting most The examination question attribute of target examination question keyword is made to carry out matching operation with the examination question attribute of above-mentioned examination question to be verified.If for example, treat school Test in 10 target examination question keywords of examination question, the examination question attribute for there are 7 target examination question keywords is " junior three " " physics ", is left The examination question attribute of 3 target examination question keywords is " junior three " " mathematics ", then considers the examination of the most target examination question keyword of accounting Inscribe attribute;In this example, what accounting was most is " junior three " " physics ", then by " junior three " " physics " and the examination question category of examination question to be verified Property is matched, detect whether can the match is successful, certainly, the examination question attribute institute of the most target examination question keyword of above-mentioned accounting The ratio accounted for is also required to be more than default attribute proportion threshold value.If the examination question attribute institute of the most target entity keyword of accounting The ratio accounted for is also unable to reach default attribute proportion threshold value, then also sends above-mentioned examination question to be verified to examination & verification client, by Auditor's manual examination and verification.If for example, in 10 target examination question keywords of examination question to be verified, there are 4 target examination question keywords Examination question attribute be " junior three " " physics ", the examination question attribute of 3 target examination question keywords is " junior three " " mathematics ", be left 3 mesh The examination question attribute for marking examination question keyword is " junior three " " chemistry ", and default attribute proportion threshold value is 80%, by calculating, is obtained The examination question attribute of the most target examination question keyword of accounting is " junior three " " physics ", and accounting situation is 40%, due to its not less than Default attribute proportion threshold value, then now, it is still desirable to send above-mentioned examination question to be verified to examination & verification client.
Therefore by the embodiment of the present invention, it further increasing in obtained during matching operation twice Accuracy with result so that the checking procedure of examination question attribute is more intelligent.
Example IV
Fig. 4 shows the structured flowchart of examination question calibration equipment provided in an embodiment of the present invention, for convenience of description, only shows The part related to the embodiment of the present invention.The examination question calibration equipment 4 includes:First information acquiring unit 41, semantic matches list Member 42, attributes match unit 43, be put in storage unit 44.
Wherein, first information acquiring unit 41, for obtaining the contents of test question and examination question attribute of examination question to be verified;
Semantic matches unit 42, for contents of test question and the default identification storehouse for getting above- mentioned information acquiring unit 41 In examination question keyword carry out semantic matches, wherein, each examination question keyword has corresponding examination question attribute;
Attributes match unit 43, for when above-mentioned semantic matches unit 42 determines to have target examination question keyword, detecting The examination question attribute for the examination question to be verified that above- mentioned information acquiring unit is got examination question category corresponding with above-mentioned target examination question keyword Property whether match, wherein, above-mentioned target examination question keyword be and the successful examination question keyword of above-mentioned contents of test question semantic matches;
Be put in storage unit 44, for determined when above-mentioned attributes match unit 43 the examination question attribute of above-mentioned examination question to be verified with it is above-mentioned Corresponding to target examination question keyword during the success of examination question attributes match, above-mentioned examination question to be verified is preserved to test item bank.
Alternatively, above-mentioned examination question calibration equipment 4 also includes:
Transmitting element, for when in the absence of above-mentioned target examination question keyword, or, when the examination question of above-mentioned examination question to be verified Attribute examination question attribute corresponding with above-mentioned target examination question keyword sends above-mentioned examination question to be verified to examination & verification when the match is successful Client, wherein, above-mentioned examination & verification client is to be logged in the client of auditor's account;
Above-mentioned storage unit 44 is additionally operable to, will be above-mentioned if receiving the verification examination question that above-mentioned examination & verification client is sent Examination question has been verified to preserve to test item bank, it is above-mentioned verified examination question for above-mentioned examination & verification client based on the verification operation of input to above-mentioned The examination question that examination question to be tested obtains after being verified.
Alternatively, above-mentioned examination question calibration equipment 4 also includes:
Second information acquisition unit, for obtaining the above-mentioned contents of test question for having verified examination question and examination question attribute;
Updating block, for the contents of test question for having verified examination question got according to above-mentioned second information acquisition unit and examination Attribute is inscribed, above-mentioned identification storehouse is updated.
Alternatively, above-mentioned semantic matches unit 42 includes:
Keyword extraction subelement to be verified, for according to above-mentioned contents of test question, extracting keyword to be verified;
Semantic Similarity Measurement subelement, for calculating the language of each keyword to be verified and above-mentioned examination question keyword respectively Adopted similarity;
Target examination question keyword determination subelement, if for above-mentioned keyword to be verified and the semanteme of above-mentioned examination question keyword Similarity is not less than default semantic similarity threshold value, then will be not less than with the semantic similarity of above-mentioned keyword to be verified default The examination question keyword of semantic similarity threshold value be defined as and the above-mentioned successful target examination question keyword of Keywords matching to be verified.
Alternatively, above-mentioned examination question calibration equipment 4 also includes:
Keywords matching is than computing unit, for the quantity according to above-mentioned target examination question keyword and above-mentioned examination question to be verified All keywords to be verified quantity, calculate Keywords matching ratio
Above-mentioned attributes match unit, if having exceeded default proportion threshold value specifically for above-mentioned Keywords matching ratio, examine Whether the examination question attribute examination question attribute corresponding with above-mentioned target examination question keyword for surveying above-mentioned examination question to be verified matches.
Therefore by the embodiment of the present invention, by examination question calibration equipment by the contents of test question of examination question to be verified and identification Examination question keyword in storehouse is matched, the match is successful obtain target examination question keyword after, then the examination question category by examination question to be verified Property examination question attribute corresponding with target examination question keyword is matched, and then enters above-mentioned examination question to be verified after the match is successful again Storehouse, the process matched twice can greatly improve the verification efficiency to the examination question attribute of examination question to be verified, and during this not Manual operation is needed, has saved cost of labor.Further, in matching process twice, once occur can not the match is successful Above-mentioned examination question to be verified can also be sent to examination & verification client, enter to advance by auditor by situation, above-mentioned examination question calibration equipment One step is audited so that and automatic Verification can be good at combining with desk checking, on the one hand avoid large-scale desk checking, On the one hand the accuracy of verification is improved.Also, by calculating the semantic similarity of keyword to be verified and examination question keyword, a step Ground improves the accuracy in the matching result obtained during matching operation twice so that the checking procedure of examination question attribute is more It is intelligent.
Embodiment five
Fig. 5 is the schematic diagram of electronic equipment provided in an embodiment of the present invention.As shown in figure 5, the electronic equipment 5 of the embodiment Including:Processor 50, memory 51 and it is stored in the calculating that can be run in above-mentioned memory 51 and on above-mentioned processor 50 Machine program 52, such as examination question checking routine.Above-mentioned processor 50 realizes above-mentioned each method when performing above computer program 52 Step in embodiment, such as the step S101 to S104 shown in Fig. 1.Or above-mentioned processor 50 performs above computer journey The function of each module/unit in above-mentioned each device embodiment, such as the function of unit 41 to 44 shown in Fig. 4 are realized during sequence 52.
Exemplary, above computer program 52 can be divided into one or more units, said one or multiple Unit is stored in above-mentioned memory 51, and is performed by above-mentioned processor 50, to complete the present invention.Said one or multiple lists Member can complete the series of computation machine programmed instruction section of specific function, and the instruction segment is used to describe above computer journey Implementation procedure of the sequence 52 in above-mentioned electronic equipment 5.For example, above computer program 52 can be divided into first information acquisition Unit, semantic matches unit, attributes match unit are put in storage unit, and each unit concrete function is as follows:
First information acquiring unit, for obtaining the contents of test question and examination question attribute of examination question to be verified;
Semantic matches unit, the contents of test question for above- mentioned information acquiring unit to be got are identified in storehouse with default Examination question keyword carries out semantic matches, wherein, each examination question keyword has corresponding examination question attribute;
Attributes match unit, for when above-mentioned semantic matches unit determines to have target examination question keyword, detection to be above-mentioned The examination question attribute for the examination question to be verified that information acquisition unit is got examination question attribute corresponding with above-mentioned target examination question keyword is No matching, wherein, above-mentioned target examination question keyword is and the successful examination question keyword of above-mentioned contents of test question semantic matches;
Unit is put in storage, for the examination question attribute that above-mentioned examination question to be verified is determined when above-mentioned attributes match unit and above-mentioned target Corresponding to examination question keyword during the success of examination question attributes match, above-mentioned examination question to be verified is preserved to test item bank.
Above-mentioned electronic equipment 5 can be that the calculating such as desktop PC, notebook, palm PC and cloud server are set It is standby.Above-mentioned electronic equipment may include, but be not limited only to, processor 50, memory 51.It will be understood by those skilled in the art that Fig. 5 The only example of electronic equipment 5, the restriction to electronic equipment 5 is not formed, can included than illustrating more or less portions Part, some parts or different parts are either combined, such as above-mentioned electronic equipment 5 can also include input-output equipment, net Network access device, bus etc..
Alleged processor 50 can be CPU (Central Processing Unit, CPU), can also be Other general processors, digital signal processor (Digital Signal Processor, DSP), application specific integrated circuit (Application Specific Integrated Circuit, ASIC), ready-made programmable gate array (Field- Programmable Gate Array, FPGA) either other PLDs, discrete gate or transistor logic, Discrete hardware components etc..General processor can be microprocessor or the processor can also be any conventional processor Deng.
Above-mentioned memory 51 can be the internal storage unit of above-mentioned electronic equipment 5, such as the hard disk of electronic equipment 5 or interior Deposit.Above-mentioned memory 51 can also be the External memory equipment of above-mentioned electronic equipment 5, such as be equipped with above-mentioned electronic equipment 5 Plug-in type hard disk, intelligent memory card (Smart Media Card, SMC), secure digital (Secure Digital, SD) card, dodge Deposit card (Flash Card) etc..Further, above-mentioned memory 51 can also both include the storage inside list of above-mentioned electronic equipment 5 Member also includes External memory equipment.Above-mentioned memory 51 is used to store needed for above computer program and above-mentioned electronic equipment 5 Other programs and data.Above-mentioned memory 51 can be also used for temporarily storing the data that has exported or will export.
It is apparent to those skilled in the art that for convenience of description and succinctly, only with above-mentioned each work( Can unit, module division progress for example, in practical application, can be as needed and by above-mentioned function distribution by different Functional unit, module are completed, i.e., the internal structure of said apparatus are divided into different functional units or module, more than completion The all or part of function of description.Each functional unit, module in embodiment can be integrated in a processing unit, also may be used To be that unit is individually physically present, can also two or more units it is integrated in a unit, it is above-mentioned integrated Unit can both be realized in the form of hardware, can also be realized in the form of SFU software functional unit.In addition, each function list Member, the specific name of module are not limited to the protection domain of the application also only to facilitate mutually distinguish.Said system The specific work process of middle unit, module, the corresponding process in preceding method embodiment is may be referred to, will not be repeated here.
In the above-described embodiments, the description to each embodiment all emphasizes particularly on different fields, and is not described in detail or remembers in some embodiment The part of load, it may refer to the associated description of other embodiments.
Those of ordinary skill in the art are it is to be appreciated that the list of each example described with reference to the embodiments described herein Member and algorithm steps, it can be realized with the combination of electronic hardware or computer software and electronic hardware.These functions are actually Performed with hardware or software mode, application-specific and design constraint depending on technical scheme.Professional and technical personnel Described function can be realized using distinct methods to each specific application, but this realization is it is not considered that exceed The scope of the present invention.
In embodiment provided by the present invention, it should be understood that disclosed device/electronic equipment and method, can be with Realize by another way.For example, device described above/electronic equipment embodiment is only schematical, for example, on The division of module or unit is stated, only a kind of division of logic function, there can be other dividing mode when actually realizing, such as Multiple units or component can combine or be desirably integrated into another system, or some features can be ignored, or not perform.Separately A bit, shown or discussed mutual coupling or direct-coupling or communication connection can be by some interfaces, device Or INDIRECT COUPLING or the communication connection of unit, can be electrical, mechanical or other forms.
The above-mentioned unit illustrated as separating component can be or may not be physically separate, show as unit The part shown can be or may not be physical location, you can with positioned at a place, or can also be distributed to multiple On NE.Some or all of unit therein can be selected to realize the mesh of this embodiment scheme according to the actual needs 's.
In addition, each functional unit in each embodiment of the present invention can be integrated in a processing unit, can also That unit is individually physically present, can also two or more units it is integrated in a unit.Above-mentioned integrated list Member can both be realized in the form of hardware, can also be realized in the form of SFU software functional unit.
If above-mentioned integrated module/unit realized in the form of SFU software functional unit and as independent production marketing or In use, it can be stored in a computer read/write memory medium.Based on such understanding, the present invention realizes above-mentioned implementation All or part of flow in example method, by computer program the hardware of correlation can also be instructed to complete, above-mentioned meter Calculation machine program can be stored in a computer-readable recording medium, and the computer program can be achieved when being executed by processor The step of stating each embodiment of the method..Wherein, above computer program includes computer program code, above computer program Code can be source code form, object identification code form, executable file or some intermediate forms etc..Readable Jie of above computer Matter can include:Can carry any entity or device of above computer program code, recording medium, USB flash disk, mobile hard disk, Magnetic disc, CD, computer storage, read-only storage (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), electric carrier signal, telecommunication signal and software distribution medium etc..It is it should be noted that above-mentioned The content that computer-readable medium includes can carry out appropriate increasing according to legislation in jurisdiction and the requirement of patent practice Subtract, such as in some jurisdictions, according to legislation and patent practice, computer-readable medium do not include be electric carrier signal and Telecommunication signal.
Embodiment described above is merely illustrative of the technical solution of the present invention, rather than its limitations;Although with reference to foregoing reality Example is applied the present invention is described in detail, it will be understood by those within the art that:It still can be to foregoing each Technical scheme described in embodiment is modified, or carries out equivalent substitution to which part technical characteristic;And these are changed Or replace, the essence of appropriate technical solution is departed from the spirit and scope of various embodiments of the present invention technical scheme, all should Within protection scope of the present invention.

Claims (10)

1. a kind of examination question method of calibration, it is characterised in that the examination question method of calibration includes:
Obtain the contents of test question and examination question attribute of examination question to be verified;
The contents of test question and the examination question keyword in default identification storehouse are subjected to semantic matches, wherein, each examination question is crucial Word has corresponding examination question attribute;
If target examination question keyword be present, the examination question attribute of the examination question to be verified and the target examination question keyword pair are detected Whether the examination question attribute answered matches, wherein, the target examination question keyword is successfully to be tried with the contents of test question semantic matches Inscribe keyword;
If the examination question attributes match success corresponding with the target examination question keyword of the examination question attribute of the examination question to be verified, will The examination question to be verified is preserved to test item bank.
2. examination question method of calibration as claimed in claim 1, it is characterised in that described by the contents of test question and default identification Examination question keyword in storehouse carries out semantic matches, also includes afterwards:
If the target examination question keyword is not present, or, if the examination question attribute of the examination question to be verified and the target examination question The match is successful for examination question attribute corresponding to keyword, then sends the examination question to be verified to examination & verification client, wherein, it is described to examine Core client is to be logged in the client of auditor's account;
If receiving the verification examination question that the examination & verification client is sent, the examination question that verified is preserved to test item bank, institute State to have verified after examination question verifies the examination question to be tested based on the verification operation of input for the examination & verification client and obtain Examination question.
3. examination question method of calibration as claimed in claim 2, it is characterised in that sent if receiving the examination & verification client Examination question is verified, then the examination question method of calibration also includes:
The contents of test question and examination question attribute of examination question have been verified described in obtaining;
According to the contents of test question for having verified examination question and examination question attribute, the identification storehouse is updated.
4. the examination question method of calibration as described in any one of claims 1 to 3, it is characterised in that it is described by the contents of test question with Examination question keyword in default identification storehouse carries out semantic matches, including:
According to the contents of test question, keyword to be verified is extracted;
The semantic similarity of each keyword to be verified and the examination question keyword is calculated respectively;
If the semantic similarity of the keyword to be verified and the examination question keyword is not less than default semantic similarity threshold value, It will then be determined with examination question keyword of the semantic similarity of the keyword to be verified not less than default semantic similarity threshold value For with the successful target examination question keyword of Keywords matching to be verified.
5. examination question method of calibration as claimed in claim 4, it is characterised in that it is described calculate respectively each keyword to be verified with The semantic similarity of the examination question keyword, also includes afterwards:
According to the quantity of the target examination question keyword and the quantity of all keywords to be verified of the examination question to be verified, calculate Keywords matching ratio;
If described have target examination question keyword, examination question attribute and the target examination question for detecting the examination question to be verified are crucial Whether examination question attribute matches corresponding to word, is specially:
If the Keywords matching ratio has exceeded default proportion threshold value, examination question attribute and the institute of the examination question to be verified are detected Whether examination question attribute corresponding to stating target examination question keyword matches.
6. a kind of examination question verifying attachment, it is characterised in that the examination question verifying attachment includes:
First information acquiring unit, for obtaining the contents of test question and examination question attribute of examination question to be verified;
Semantic matches unit, for contents of test question and the examination question in default identification storehouse for getting described information acquiring unit Keyword carries out semantic matches, wherein, each examination question keyword has corresponding examination question attribute;
Attributes match unit, for when the semantic matches unit determines to have target examination question keyword, detecting described information The examination question attribute for the examination question to be verified that acquiring unit is got examination question attribute corresponding with the target examination question keyword whether Match somebody with somebody, wherein, the target examination question keyword is and the successful examination question keyword of the contents of test question semantic matches;
Unit is put in storage, for the examination question attribute that the examination question to be verified is determined when the attributes match unit and the target examination question Corresponding to keyword during the success of examination question attributes match, the examination question to be verified is preserved to test item bank.
7. examination question verifying attachment as claimed in claim 6, it is characterised in that the examination question verifying attachment also includes:
Transmitting element, for when in the absence of the target examination question keyword, or, when the examination question attribute of the examination question to be verified Examination question attribute corresponding with the target examination question keyword sends the examination question to be verified to examination & verification client when the match is successful End, wherein, the examination & verification client is to be logged in the client of auditor's account;
The storage unit is additionally operable to, if receiving the verification examination question that the examination & verification client is sent, has been verified described Examination question is preserved to test item bank, and the examination question that verified audits client based on the verification operation of input to described to be tested to be described The examination question that examination question obtains after being verified.
8. examination question calibration equipment as claimed in claim 7, it is characterised in that the examination question calibration equipment also includes:
Second information acquisition unit, for obtaining the contents of test question and examination question attribute for having verified examination question;
Updating block, for the contents of test question for having verified examination question and examination question category got according to second information acquisition unit Property, the identification storehouse is updated.
9. a kind of electronic equipment, including memory, processor and it is stored in the memory and can be on the processor The computer program of operation, it is characterised in that realize such as claim 1 to 5 described in the computing device during computer program The step of any one methods described.
10. a kind of computer-readable recording medium, the computer-readable recording medium storage has computer program, and its feature exists In when the computer program is executed by processor the step of realization such as any one of claim 1 to 5 methods described.
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Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108182839A (en) * 2018-01-26 2018-06-19 安徽爱学堂教育科技有限公司 Test method and device based on problem database system
CN109446522A (en) * 2018-10-22 2019-03-08 东莞市七宝树教育科技有限公司 A kind of examination question automatic classification system and method
CN110135692A (en) * 2019-04-12 2019-08-16 平安普惠企业管理有限公司 Intelligence grading control method, device, computer equipment and storage medium
CN111627275A (en) * 2020-04-23 2020-09-04 完美世界控股集团有限公司 Processing method and device for language representation information test, storage medium and terminal
CN112507073A (en) * 2020-12-07 2021-03-16 云南电网有限责任公司普洱供电局 Content verification method of power distribution network operation file and related equipment
CN113361265A (en) * 2021-07-08 2021-09-07 北京乐学帮网络技术有限公司 Data quality inspection method, data quality inspection device, electronic equipment and storage medium

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8514646B1 (en) * 2012-05-09 2013-08-20 Storart Technology Co. Ltd. Method for improving performance when flash memory storage device works in wide temperature range
CN104346467A (en) * 2014-11-14 2015-02-11 北京百度网讯科技有限公司 Geographic information checking method, relevant device and corresponding database
CN104750754A (en) * 2013-12-31 2015-07-01 北龙中网(北京)科技有限责任公司 Website industry classification method and server
CN106095898A (en) * 2016-06-07 2016-11-09 武汉斗鱼网络科技有限公司 A kind of video title management method and device
CN106681850A (en) * 2016-12-06 2017-05-17 北京中交兴路信息科技有限公司 Vehicle model calibration method and device

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8514646B1 (en) * 2012-05-09 2013-08-20 Storart Technology Co. Ltd. Method for improving performance when flash memory storage device works in wide temperature range
CN104750754A (en) * 2013-12-31 2015-07-01 北龙中网(北京)科技有限责任公司 Website industry classification method and server
CN104346467A (en) * 2014-11-14 2015-02-11 北京百度网讯科技有限公司 Geographic information checking method, relevant device and corresponding database
CN106095898A (en) * 2016-06-07 2016-11-09 武汉斗鱼网络科技有限公司 A kind of video title management method and device
CN106681850A (en) * 2016-12-06 2017-05-17 北京中交兴路信息科技有限公司 Vehicle model calibration method and device

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108182839A (en) * 2018-01-26 2018-06-19 安徽爱学堂教育科技有限公司 Test method and device based on problem database system
CN109446522A (en) * 2018-10-22 2019-03-08 东莞市七宝树教育科技有限公司 A kind of examination question automatic classification system and method
CN109446522B (en) * 2018-10-22 2023-09-19 北京布局未来教育科技有限公司 Automatic test question classification system and method
CN110135692A (en) * 2019-04-12 2019-08-16 平安普惠企业管理有限公司 Intelligence grading control method, device, computer equipment and storage medium
CN111627275A (en) * 2020-04-23 2020-09-04 完美世界控股集团有限公司 Processing method and device for language representation information test, storage medium and terminal
CN111627275B (en) * 2020-04-23 2022-05-31 完美世界控股集团有限公司 Processing method and device for language representation information test, storage medium and terminal
CN112507073A (en) * 2020-12-07 2021-03-16 云南电网有限责任公司普洱供电局 Content verification method of power distribution network operation file and related equipment
CN113361265A (en) * 2021-07-08 2021-09-07 北京乐学帮网络技术有限公司 Data quality inspection method, data quality inspection device, electronic equipment and storage medium
CN113361265B (en) * 2021-07-08 2024-05-28 北京乐学帮网络技术有限公司 Data quality inspection method, device, electronic equipment and storage medium

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