Classical Chinese title automatic generation method and system

Abstract

The application provides an ancient Chinese title automatic generation method and system, which can form an ancient Chinese test question bank according to different characteristics of ancient Chinese historical learning data records of a preset test object and ancient Chinese knowledge data in grammar, character pronunciation, vocabulary meaning explanation and sentence translation, select ancient Chinese test questions matching preset ancient Chinese test requirements from the ancient Chinese test question bank, and intelligently generate test questions matching the historical learning records of the preset test object and improve the automation and reliability of ancient Chinese test question formation.

Description

TECHNICAL FIELD

[0001] The present application relates to the technical field of intelligent education, and particularly relates to a method and system for automatically generating classical Chinese text questions. BACKGROUND

[0002] As a kind of ancient Chinese language expression, classical Chinese text has great differences in grammar, pronunciation and semantics compared with modern Chinese expression, which makes students generally have great difficulty in learning classical Chinese text, and teachers also have certain difficulty in formulating test questions for classical Chinese text knowledge. Therefore, the prior art urgently needs a way for automatically generating classical Chinese text test according to the grammar, pronunciation and semantic characteristics of classical Chinese text knowledge data itself. SUMMARY

[0003] In view of the defects in the prior art, the present application provides a method and system for automatically generating classical Chinese text questions, which obtains classical Chinese text historical learning data records of a preset test object, and processes the classical Chinese text historical learning data records to determine corresponding classical Chinese text grammar learning data records and classical Chinese text text learning data records, generates different types of classical Chinese text test questions according to each classical Chinese text grammar learning data record and / or each classical Chinese text text learning data record, determines the difficulty levels of all the classical Chinese text test questions, forms a corresponding classical Chinese text test question library, and selects corresponding classical Chinese text test questions from the classical Chinese text test question library according to the overall difficulty requirements and test question type / quantity setting requirements of the test on the preset test object. Therefore, the method and system for automatically generating classical Chinese text questions can form a classical Chinese text test question library according to the classical Chinese text historical learning data records of a preset test object and the different characteristics of classical Chinese text knowledge data itself in terms of grammar, character pronunciation, vocabulary meaning explanation and sentence translation, and select classical Chinese text test questions matching the preset classical Chinese text test requirements from the classical Chinese text test question library, so as to intelligently generate test questions matching the historical learning records of a preset test object and improve the automation and reliability of classical Chinese text test question formation.

[0004] The present application provides a method for automatically generating classical Chinese text questions, which is characterized by comprising the following steps:

[0005] Step S1, obtaining classical Chinese text historical learning data records of a preset test object, and processing the classical Chinese text historical learning data records to determine corresponding classical Chinese text grammar learning data records and classical Chinese text text learning data records;

[0006] Step S2, generating different types of classical Chinese test questions according to each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record, and determining the difficulty levels of all the classical Chinese test questions to form a corresponding classical Chinese test question library;

[0007] Step S3, selecting corresponding classical Chinese test questions from the classical Chinese test question library according to the overall difficulty requirements and test question type / quantity setting requirements of the test on the preset test object;

[0008] Further, in the step S1, the classical Chinese historical learning data record of the preset test object is obtained, and the classical Chinese historical learning data record is processed to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record, which specifically includes,

[0009] Step S101, obtaining the historical online learning data record of the preset test object in the historical online learning process, and performing classical Chinese related screening processing on the historical online learning data record to extract the classical Chinese historical learning data record of the preset test object;

[0010] Step S102, performing data content division processing on the classical Chinese historical learning data record to determine the classical Chinese grammar learning data record and the classical Chinese text learning data record contained in the classical Chinese historical learning data record, wherein the classical Chinese text learning data includes classical Chinese character pronunciation learning data record, classical Chinese vocabulary meaning explanation learning data record and classical Chinese sentence translation learning data record;

[0011] Step S103, arranging the learning order of the classical Chinese grammar learning data record, the classical Chinese character pronunciation learning data record, the classical Chinese vocabulary meaning explanation learning data record and the classical Chinese sentence translation learning data record according to the online learning time course of the prediction object;

[0012] Further, in the step S2, different types of classical Chinese test questions are generated according to each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record, and the difficulty levels of all the classical Chinese test questions are determined to form a corresponding classical Chinese test question library, which specifically includes,

[0013] Step S201, determining the test knowledge point information corresponding to each piece of classical Chinese grammar learning data record and each piece of classical Chinese text learning data record according to the preset classical Chinese test outline information;

[0014] Step S202, according to the test knowledge point information, at least one of the test selection question, the test fill-in-the-blank question and the test question and answer question about each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record is generated;

[0015] Step S203, according to the learning difficulty of each piece of classical Chinese grammar learning data record and each piece of classical Chinese text learning data record itself, the difficulty evaluation score of each of the test selection question, the test fill-in-the-blank question and the test question and answer question is determined, and the difficulty evaluation score of each of the test selection question, the test fill-in-the-blank question and the test question and answer question is marked, thereby forming a corresponding classical Chinese test question bank;

[0016] Further, in the step S3, according to the test overall difficulty requirement and the test question type / quantity setting requirement for testing the preset test object, corresponding classical Chinese test questions are selected from the classical Chinese test question bank, which specifically includes,

[0017] Step S301A, according to the test question difficulty setting ratio, the number of test selection questions, the number of test fill-in-the-blank questions and the number of test question and answer questions for testing the preset test object, corresponding test selection questions, test fill-in-the-blank questions and test question and answer questions are selected from the classical Chinese test question bank;

[0018] Step S302A, according to the difficulty evaluation score of each of the selected test selection question, test fill-in-the-blank question and test question and answer question, the test question order of the test selection question, the test fill-in-the-blank question and the test question and answer question is adjusted and the corresponding test question score is set;

[0019] Further, in the step S3, according to the test overall difficulty requirement and the test question type / quantity setting requirement for testing the preset test object, corresponding classical Chinese test questions are selected from the classical Chinese test question bank, which specifically includes,

[0020] Step S301B, the overall difficulty of the test selection question, the test fill-in-the-blank question and the test question and answer question that has been selected is determined by using the following formula (1)

[0021]

[0022] In the above formula (1), J represents the overall difficulty of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected, D a represents the total score of the a-th question in each Classical Chinese grammar learning data record and / or each Classical Chinese text learning data record, n represents the total number of questions of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected, F a represents the full score of the a-th question in each Classical Chinese grammar learning data record and / or each Classical Chinese text learning data record;

[0023] Step S302B, the test reliability value of the overall test selection questions, test fill-in-the-blank questions and test essay questions that have been selected is determined by using the following formula (2)

[0024]

[0025] In the above formula (2), X n represents the test reliability value corresponding to the total number of questions n of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected, and its value is [0.3, 0.7], δ T represents the preset true score variance, and its value is [0.2, 0.9], δ E represents the preset error score variance, and its value is [0.1, 1],

[0026] According to the test reliability value, the number increase value Δn corresponding to the overall number of questions of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected is determined;

[0027] Step S303B, the question number increase value of the test selection questions, test fill-in-the-blank questions and test essay questions is determined by using the following formula (3)

[0028]

[0029] In the above formula (3), the value of i can only be 1, 2 or 3, Δn1 represents the question number increase value of the test selection questions, Δn2 represents the question number increase value of the test fill-in-the-blank questions, Δn3 represents the question number increase value of the test essay questions, n1 represents the original number of the test selection questions that have been initially selected, n2 represents the original number of the test fill-in-the-blank questions that have been initially selected, n3 represents the original number of the test essay questions that have been initially selected,

[0030] The test selection questions, test fill-in-the-blank questions and test questions and answers obtained by the above-mentioned Δn1, Δn2 and Δn3 are increased in quantity, so as to meet the test overall difficulty requirements and the test question type / quantity setting requirements.

[0031] The application further provides a classical Chinese question automatic generation system, which comprises a classical Chinese history learning data record acquisition module, a classical Chinese history learning data record distinguishing module, a classical Chinese test question library generation module and a classical Chinese test question selection module.

[0032] The classical Chinese history learning data record acquisition module is used for acquiring the classical Chinese history learning data record of a preset test object.

[0033] The classical Chinese history learning data record distinguishing module is used for distinguishing and processing the classical Chinese history learning data record, so as to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record.

[0034] The classical Chinese test question library generation module is used for generating different types of classical Chinese test questions according to each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and determining the difficulty levels of all the classical Chinese test questions, so as to form a corresponding classical Chinese test question library.

[0035] The classical Chinese test question selection module is used for selecting corresponding classical Chinese test questions from the classical Chinese test question library according to the test overall difficulty requirements and the test question type / quantity setting requirements for testing the preset test object.

[0036] Further, the classical Chinese history learning data record acquisition module acquires the classical Chinese history learning data record of the preset test object, specifically includes acquiring the history online learning data record of the preset test object in the history online learning process, and performing classical Chinese related screening processing on the history online learning data record, so as to extract the classical Chinese history learning data record of the preset test object.

[0037] The classical Chinese history learning data record distinguishing module distinguishes and processes the classical Chinese history learning data record, so as to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record, specifically includes,

[0038] The data content of the classical Chinese history learning data record is distinguished, so as to determine the classical Chinese grammar learning data record and the classical Chinese text learning data record contained in the classical Chinese history learning data record, wherein the classical Chinese text learning data contains classical Chinese character pronunciation learning data record, classical Chinese vocabulary meaning explanation learning data record and classical Chinese sentence translation learning data record

[0039] According to the online learning time course of the prediction object, the learning sequence of the classical Chinese grammar learning data record, the classical Chinese character pronunciation learning data record, the classical Chinese vocabulary meaning explanation learning data record and the classical Chinese sentence translation learning data record is arranged;

[0040] Further, the classical Chinese test question bank generation module generates different types of classical Chinese test questions according to each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and determines the difficulty of all the classical Chinese test questions, so as to form a corresponding classical Chinese test question bank, which specifically includes,

[0041] According to the preset classical Chinese test outline information, the test knowledge point information corresponding to each classical Chinese grammar learning data record and each classical Chinese text learning data record is determined;

[0042] According to the test knowledge point information, at least one of the test selection question, the test fill-in-the-blank question and the test question-and-answer question about each classical Chinese grammar learning data record and / or each classical Chinese text learning data record is generated;

[0043] Finally, according to the learning difficulty of each classical Chinese grammar learning data record and each classical Chinese text learning data record, the difficulty evaluation score of the test selection question, the test fill-in-the-blank question and the test question-and-answer question is determined, and the difficulty evaluation score of the test selection question, the test fill-in-the-blank question and the test question-and-answer question is marked, so as to form a corresponding classical Chinese test question bank;

[0044] Further, the classical Chinese test question selection module selects corresponding classical Chinese test questions from the classical Chinese test question bank according to the test overall difficulty requirement and the test question type / quantity setting requirement of the preset test object, which specifically includes,

[0045] According to the test question difficulty setting ratio, the number of test selection questions, the number of test fill-in-the-blank questions and the number of test question-and-answer questions of the preset test object, the test selection question, the test fill-in-the-blank question and the test question-and-answer question are selected from the classical Chinese test question bank;

[0046] According to the difficulty evaluation scores of the selected test selection questions, test fill-in-the-blank questions and test question-and-answer questions, the test selection questions, the test fill-in-the-blank questions and the test question-and-answer questions are adjusted in the order of answering, and corresponding test question scores are set.

[0047] Compared with the prior art, the ancient Chinese text question automatic generation method and system obtain the ancient Chinese text historical learning data records of a preset test object, and distinguish and process the ancient Chinese text historical learning data records, so as to determine corresponding ancient Chinese text grammar learning data records and ancient Chinese text text learning data records, generate different types of ancient Chinese text test questions according to each piece of ancient Chinese text grammar learning data record and / or each piece of ancient Chinese text text learning data record, determine the difficulty levels of all the ancient Chinese text test questions, form a corresponding ancient Chinese text test question library, and select corresponding ancient Chinese text test questions from the ancient Chinese text test question library according to the overall difficulty requirements and test question type / quantity setting requirements of the test on the preset test object. It can be seen that the ancient Chinese text question automatic generation method and system can form a corresponding ancient Chinese text test question library according to the different characteristics of the ancient Chinese text historical learning data records of a preset test object and the ancient Chinese text knowledge data itself in terms of grammar, character pronunciation, vocabulary meaning explanation and sentence translation, and select ancient Chinese text test questions matching the preset ancient Chinese text test requirements from the ancient Chinese text test question library, so as to intelligently generate test questions matching the historical learning records of the preset test object and improve the automation and reliability of ancient Chinese text test question formation.

[0048] Additional features and advantages of the application will be set forth in the description that follows, and in part will be apparent from the description, or can be learned by practice of the application. 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 hereof as well as the appended drawings.

[0049] The technical solutions of the present application will be further described in detail below with the help of the accompanying drawings and examples. BRIEF DESCRIPTION OF DRAWINGS

[0050] In order to more clearly illustrate the technical solutions in the embodiments of the present application or the prior art, the accompanying drawings needed to be used in the embodiments or prior art description will be briefly introduced. Obviously, the accompanying drawings in the following description are only some embodiments of the present application, and for those skilled in the art, other drawings can also be obtained without creative labor.

[0051] Figure 1 The flowchart of the ancient Chinese text question automatic generation method provided by the present application.

[0052] Figure 2The structure schematic diagram of the ancient Chinese title automatic generation system provided by the present application is shown. DETAILED DESCRIPTION

[0053] The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, but not all the embodiments. Based on the embodiments in the present application, all the other embodiments obtained by a person of ordinary skill in the art without creative work fall within the protection scope of the present application.

[0054] Reference Figure 1 The flow schematic diagram of the ancient Chinese title automatic generation method provided by the present application is shown. The ancient Chinese title automatic generation method comprises the following steps:

[0055] In step S1, the ancient Chinese historical learning data record of a preset test object is obtained, and the ancient Chinese historical learning data record is processed to determine the corresponding ancient Chinese grammar learning data record and ancient Chinese text learning data record.

[0056] In step S2, different types of ancient Chinese test questions are generated according to each piece of ancient Chinese grammar learning data record and / or each piece of ancient Chinese text learning data record, and the difficulty levels of all the ancient Chinese test questions are determined to form a corresponding ancient Chinese test question bank.

[0057] In step S3, the corresponding ancient Chinese test questions are selected from the ancient Chinese test question bank according to the overall difficulty requirement and the test question type / quantity setting requirement of the test on the preset test object.

[0058] The ancient Chinese title automatic generation method can form a corresponding ancient Chinese test question bank according to the different characteristics of the ancient Chinese historical learning data record of a preset test object and the ancient Chinese knowledge data itself in grammar, character pronunciation, vocabulary meaning explanation and sentence translation, and then select the ancient Chinese test questions matching the preset ancient Chinese test requirements from the ancient Chinese test question bank, so as to intelligently generate the test questions matching the historical learning record of the preset test object and improve the automation and reliability of the ancient Chinese test question formation.

[0059] Preferably, in the step S1, the ancient Chinese historical learning data record of a preset test object is obtained, and the ancient Chinese historical learning data record is processed to determine the corresponding ancient Chinese grammar learning data record and ancient Chinese text learning data record, which specifically comprises,

[0060] In step S101, the historical online learning data record of the preset test object in the historical online learning process is acquired, and the historical online learning data record is subjected to relevant filtering processing of classical Chinese, so as to extract the classical Chinese historical learning data record of the preset test object;

[0061] In step S102, the classical Chinese historical learning data record is subjected to data content differentiation processing, so as to determine the classical Chinese grammar learning data record and the classical Chinese text learning data record contained in the classical Chinese historical learning data record, wherein the classical Chinese text learning data contains classical Chinese character pronunciation learning data record, classical Chinese vocabulary meaning explanation learning data record and classical Chinese sentence translation learning data record;

[0062] In step S103, according to the online learning time process of the prediction object, the classical Chinese grammar learning data record, the classical Chinese character pronunciation learning data record, the classical Chinese vocabulary meaning explanation learning data record and the classical Chinese sentence translation learning data record are respectively arranged in learning order.

[0063] By filtering and differentiating the historical online learning data record of the preset test object, the classical Chinese grammar learning data record and the classical Chinese text learning data record are obtained, which can comprehensively and accurately determine the classical Chinese learning history of the preset test object, so as to facilitate the subsequent formation of classical Chinese test question bank.

[0064] Preferably, in the step S2, different types of classical Chinese test questions are generated according to each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record, and the difficulty levels of all the classical Chinese test questions are determined, so as to form a corresponding classical Chinese test question bank, which specifically includes,

[0065] In step S201, according to the preset classical Chinese test outline information, the test knowledge point information corresponding to each piece of classical Chinese grammar learning data record and each piece of classical Chinese text learning data record is determined;

[0066] In step S202, according to the test knowledge point information, at least one of the test selection question, the test fill-in-the-blank question and the test question-and-answer question about each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record is generated;

[0067] In step S203, according to the learning difficulty level of each piece of classical Chinese grammar learning data record and each piece of classical Chinese text learning data record, the difficulty level evaluation score of the test selection question, the test fill-in-the-blank question and the test question-and-answer question is determined, and the difficulty level evaluation score of the test selection question, the test fill-in-the-blank question and the test question-and-answer question is marked, so as to form a corresponding classical Chinese test question bank.

[0068] By analyzing the knowledge points of each classical Chinese grammar learning data record and each classical Chinese text learning data record respectively, and generating test questions of different types and difficulties such as multiple-choice questions, fill-in-the-blank questions and essay questions according to the analysis results, the content and types of the classical Chinese test question bank can be maximally enriched, so as to reduce the repetition probability of classical Chinese test question selection.

[0069] Preferably, in the step S3, according to the overall difficulty requirement of the test on the preset test object and the test question type / quantity setting requirement, the corresponding classical Chinese test questions are selected from the classical Chinese test question bank, which specifically includes,

[0070] Step S301A, according to the test question difficulty setting ratio, the number of test multiple-choice questions, the number of test fill-in-the-blank questions and the number of test essay questions, the corresponding test multiple-choice questions, test fill-in-the-blank questions and test essay questions are selected from the classical Chinese test question bank;

[0071] Step S302A, according to the difficulty evaluation score of the test multiple-choice questions, test fill-in-the-blank questions and test essay questions, the test order of the test multiple-choice questions, test fill-in-the-blank questions and test essay questions is adjusted, and the corresponding test question score is set.

[0072] By selecting appropriate types of test questions according to the test question difficulty setting ratio, the number of test multiple-choice questions, the number of test fill-in-the-blank questions and the number of test essay questions, it can be ensured that the finally formed classical Chinese test paper meets the test requirements of different preset test objects, so that the mastery degree of classical Chinese knowledge of the preset test object can be truly and reliably obtained.

[0073] Preferably, in the step S3, according to the overall difficulty requirement of the test on the preset test object and the test question type / quantity setting requirement, the corresponding classical Chinese test questions are selected from the classical Chinese test question bank, which specifically includes,

[0074] Step S301B, determining the overall difficulty of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected by now by using the following formula (1)

[0075]

[0076] In the above formula (1), J represents the overall difficulty of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected by now, D a represents the total score of the a-th question in each Classical Chinese grammar learning data record and / or each Classical Chinese text learning data record, n represents the total number of questions of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected by now, F a represents the full score of the a-th question in each Classical Chinese grammar learning data record and / or each Classical Chinese text learning data record;

[0077] Step S302B, determining the test reliability value of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected by now by using the following formula (2)

[0078]

[0079] In the above formula (2), X n represents the test reliability value corresponding to the total number of questions n of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected, and its value is [0.3, 0.7], δ T represents the preset true score variance, and its value is [0.2, 0.9], δ E represents the preset error score variance, and its value is [0.1, 1],

[0080] According to the test reliability value, the number increase value Δn corresponding to the total number of questions of the test selection questions, test fill-in-the-blank questions and test essay questions that have been selected is determined;

[0081] Step S303B, determining the question number increase value of the test selection questions, test fill-in-the-blank questions and test essay questions respectively by using the following formula (3)

[0082]

[0083] In the above formula (3), the value of i can only be 1, 2, 3, Δn1 represents the value of the number of test selected questions corresponding to the number of questions, Δn2 represents the value of the number of test fill-in-the-blank questions corresponding to the number of questions, Δn3 represents the value of the number of test questions corresponding to the number of questions, n1 represents the original number of test selected questions obtained by initial extraction, n2 represents the original number of test fill-in-the-blank questions obtained by initial extraction, and n3 represents the original number of test questions obtained by initial extraction,

[0084] By the above Δn1, Δn2, Δn3, the number of test selected questions, test fill-in-the-blank questions and test questions obtained by initial extraction is increased, so as to meet the overall difficulty requirement of the test and the test question type / number setting requirement.

[0085] The above formula (1) is used to obtain the overall difficulty of the test selected questions, test fill-in-the-blank questions and test questions obtained by initial extraction, so as to analyze the overall difficulty of the current questions through the formula, thereby ensuring that the difficulty can be maintained within a certain range in the process of subsequently increasing the number of questions; the above formula (2) is used to obtain the test reliability value of the test selected questions, test fill-in-the-blank questions and test questions obtained by initial extraction, so as to observe the relationship between the reliability value and the number of questions, and increase the number of questions appropriately in combination with the condition of the above formula (1) to improve the test reliability; finally, the above formula (3) is used to obtain the increase of each type of test selected questions, test fill-in-the-blank questions and test questions, thereby adding the test selected questions, test fill-in-the-blank questions and test questions, and further meeting the test question difficulty setting ratio and increasing the test reliability, improving the reliability of the automatically generated classical Chinese questions, and the automatic completion of the above steps by the formula also reflects the high automation of the overall system.

[0086] Referring to Figure 2 The structure schematic diagram of the classical Chinese question automatic generation system provided by the embodiment of the present application. The classical Chinese question automatic generation system comprises a classical Chinese history learning data record acquisition module, a classical Chinese history learning data record distinguishing module, a classical Chinese test question library generation module and a classical Chinese test question selection module; wherein,

[0087] The classical Chinese history learning data record acquisition module is used to acquire the classical Chinese history learning data record of a preset test object;

[0088] The classical Chinese history learning data record distinguishing module is used to distinguish and process the classical Chinese history learning data record, so as to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record;

[0089] The classical Chinese test question bank generation module is configured to generate different types of classical Chinese test questions based on each piece of classical Chinese grammar learning data record and / or each piece of classical Chinese text learning data record, and determine the difficulty levels of all the classical Chinese test questions to form a corresponding classical Chinese test question bank.

[0090] The classical Chinese test question selection module is configured to select corresponding classical Chinese test questions from the classical Chinese test question bank according to the overall difficulty requirement of testing the preset test object and the test question type / quantity setting requirement.

[0091] The classical Chinese question automatic generation system can form a classical Chinese test question bank according to the historical learning data record of the classical Chinese of the preset test object and the different characteristics of the classical Chinese knowledge data itself in terms of grammar, character pronunciation, vocabulary meaning explanation and sentence translation, and then select classical Chinese test questions matching the preset classical Chinese test requirements from the classical Chinese test question bank, so as to intelligently generate test questions matching the historical learning record of the preset test object and improve the automation and reliability of classical Chinese test question formation.

[0092] Preferably, the classical Chinese historical learning data record acquisition module acquires the classical Chinese historical learning data record of the preset test object specifically includes acquiring the historical online learning data record of the preset test object in the historical online learning process, and performing classical Chinese related screening processing on the historical online learning data record, so as to extract the classical Chinese historical learning data record of the preset test object;

[0093] The classical Chinese historical learning data record distinguishing module distinguishes the classical Chinese historical learning data record, so as to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record specifically includes,

[0094] The classical Chinese historical learning data record is distinguished, so as to determine the classical Chinese grammar learning data record and the classical Chinese text learning data record contained in the classical Chinese historical learning data record, wherein the classical Chinese text learning data includes classical Chinese character pronunciation learning data record, classical Chinese vocabulary meaning explanation learning data record and classical Chinese sentence translation learning data record

[0095] According to the online learning time process of the prediction object, the classical Chinese grammar learning data record, the classical Chinese character pronunciation learning data record, the classical Chinese vocabulary meaning explanation learning data record and the classical Chinese sentence translation learning data record are arranged in learning order.

[0096] The historical online learning data records of the preset test object are screened and distinguished to obtain the classical Chinese grammar learning data records and the classical Chinese text learning data records, so that the classical Chinese learning history of the preset test object can be determined comprehensively and accurately, and the classical Chinese test question bank can be formed subsequently.

[0097] Preferably, the classical Chinese test question bank generation module generates different types of classical Chinese test questions according to each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and determines the difficulty levels of all the classical Chinese test questions to form a corresponding classical Chinese test question bank, which specifically includes,

[0098] According to the preset classical Chinese test outline information, the test knowledge point information corresponding to each classical Chinese grammar learning data record and each classical Chinese text learning data record is determined.

[0099] According to the test knowledge point information, at least one of the test selection question, the test fill-in-the-blank question, and the test question-and-answer question about each classical Chinese grammar learning data record and / or each classical Chinese text learning data record is generated.

[0100] Finally, the difficulty level evaluation scores of the test selection question, the test fill-in-the-blank question, and the test question-and-answer question are determined according to the learning difficulty levels of each classical Chinese grammar learning data record and each classical Chinese text learning data record, and the difficulty level evaluation scores of the test selection question, the test fill-in-the-blank question, and the test question-and-answer question are marked, so as to form a corresponding classical Chinese test question bank.

[0101] By analyzing the knowledge points of each classical Chinese grammar learning data record and each classical Chinese text learning data record respectively, and generating test questions of different types and difficulties such as selection questions, fill-in-the-blank questions, and question-and-answer questions according to the analysis results, the content and types of the classical Chinese test question bank can be maximally enriched, and the repetition probability of the classical Chinese test question selection can be reduced.

[0102] Preferably, the classical Chinese test question selection module selects corresponding classical Chinese test questions from the classical Chinese test question bank according to the test overall difficulty requirement and the test question type / quantity setting requirement for testing the preset test object, which specifically includes,

[0103] According to the test question difficulty setting ratio, the number of test selection questions, the number of test fill-in-the-blank questions, and the number of test question-and-answer questions for testing the preset test object, corresponding test selection questions, test fill-in-the-blank questions, and test question-and-answer questions are selected from the classical Chinese test question bank.

[0104] According to the difficulty evaluation scores of the selected test selection question, test fill-in-the-blank question and test question-and-answer question, the test selection question, the test fill-in-the-blank question and the test question-and-answer question are adjusted in the order of answering and corresponding test question scores are set.

[0105] By selecting suitable test questions according to the test question difficulty setting ratio, the number of test selection questions, the number of test fill-in-the-blank questions and the number of test question-and-answer questions for testing the preset test object, it can be ensured that the finally formed classical Chinese test paper meets the testing requirements of different preset test objects, so that the mastery degree of classical Chinese knowledge of the preset test object can be truly and reliably obtained.

[0106] From the above embodiment, it can be seen that the classical Chinese question automatic generation method and system can obtain the classical Chinese historical learning data record of the preset test object, and process the classical Chinese historical learning data record, so as to determine the corresponding classical Chinese grammar learning data record and classical Chinese text learning data record, and generate different types of classical Chinese test questions according to each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and determine the difficulty of all the classical Chinese test questions, so as to form a corresponding classical Chinese test question library, and then select corresponding classical Chinese test questions from the classical Chinese test question library according to the test overall difficulty requirement and test question type / number setting requirement for testing the preset test object. It can be seen that the classical Chinese question automatic generation method and system can form a corresponding classical Chinese test question library according to the different characteristics of the classical Chinese historical learning data record of the preset test object and the classical Chinese knowledge data itself in grammar, character pronunciation, vocabulary meaning explanation and sentence translation, and then select classical Chinese test questions matching the preset classical Chinese test requirements from the classical Chinese test question library, so as to intelligently generate test questions matching the historical learning record of the preset test object and improve the automation and reliability of classical Chinese test question formation.

[0107] Obviously, those skilled in the art can make various modifications and variations to the present application without departing from the spirit and scope of the present application. Thus, if these modifications and variations of the present application fall within the scope of the claims of the present application and their equivalent technologies, the present application also intends to include these modifications and variations.

Claims

1. A method for automatically generating classical Chinese text titles, characterized in that: It includes the following steps: Step S1: Obtain the classical Chinese historical learning data records of the preset test subjects, and differentiate the classical Chinese historical learning data records to determine the corresponding classical Chinese grammar learning data records and classical Chinese text learning data records, which include: Step S101: Obtain the historical online learning data records of the preset test object during the historical online learning process, and perform classical Chinese related filtering processing on the historical online learning data records to extract the classical Chinese historical learning data records of the preset test object. Step S102: Perform data content differentiation processing on the historical learning data records of classical Chinese, thereby determining that the historical learning data records of classical Chinese include classical Chinese grammar learning data records and classical Chinese text learning data records, wherein the classical Chinese text learning data includes classical Chinese character pronunciation learning data records, classical Chinese vocabulary meaning explanation learning data records, and classical Chinese sentence translation learning data records. Step S103: According to the online learning time progress of the preset test object, arrange the learning order of the classical Chinese grammar learning data record, the classical Chinese character pronunciation learning data record, the classical Chinese vocabulary meaning explanation learning data record, and the classical Chinese sentence translation learning data record respectively; Step S2: Based on each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, generate different types of classical Chinese test questions, and determine the difficulty level of all the classical Chinese test questions to form a corresponding classical Chinese test question bank. Step S3: Based on the overall difficulty requirements and the requirements for the type / number of test questions for testing the preset test object, select the corresponding classical Chinese test questions from the classical Chinese test question bank.

2. The method for automatically generating classical Chinese text titles as described in claim 1, characterized in that: In step S2, based on each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, different types of classical Chinese test questions are generated, and the difficulty level of all the classical Chinese test questions is determined, thereby forming a corresponding classical Chinese test question bank. Specifically, this includes: Step S201: Based on the preset classical Chinese test outline information, determine the corresponding test knowledge point information for each classical Chinese grammar learning data record and each classical Chinese text learning data record; Step S202: Based on the test knowledge point information, generate at least one of the following: test selection questions, test fill-in-the-blank questions, and test question-and-answer questions for each classical Chinese grammar learning data record and / or each classical Chinese text learning data record; Step S203: Based on the learning difficulty level of each classical Chinese grammar learning data record and each classical Chinese text learning data record, determine the difficulty level evaluation score of each test selection question, test fill-in-the-blank question, and test question and answer question, and mark the difficulty level evaluation score of each test selection question, test fill-in-the-blank question, and test question and answer question, thereby forming a corresponding classical Chinese test question bank.

3. The method for automatically generating classical Chinese text titles as described in claim 1, characterized in that: In step S3, based on the overall difficulty requirements and the requirements for the type / number of test questions for testing the preset test subjects, the selection of corresponding classical Chinese test questions from the classical Chinese test question bank specifically includes: Step S301A: Based on the difficulty ratio of the test questions used to test the preset test subjects, the number of test selection questions, the number of test fill-in-the-blank questions, and the number of test question-and-answer questions, select the corresponding test selection questions, test fill-in-the-blank questions, and test question-and-answer questions from the classical Chinese test question bank. Step S302A: Evaluate the scores based on the difficulty levels of the selected test selection questions, test fill-in-the-blank questions, and test question-and-answer questions; adjust the answering order of the test selection questions, the test fill-in-the-blank questions, and the test question-and-answer questions; and set corresponding test question scores.

4. A system for automatically generating classical Chinese text titles, characterized in that: It includes a module for acquiring historical learning data of classical Chinese, a module for differentiating historical learning data of classical Chinese, a module for generating a question bank of classical Chinese test questions, and a module for selecting classical Chinese test questions; among them, The classical Chinese history learning data record acquisition module is used to acquire the classical Chinese history learning data records of a preset test subject, and includes: The historical online learning data records of the preset test object during the historical online learning process are obtained, and the historical online learning data records are filtered for classical Chinese texts to extract the historical classical Chinese learning data records of the preset test object. The classical Chinese historical learning data record differentiation module is used to differentiate the classical Chinese historical learning data records, thereby determining the corresponding classical Chinese grammar learning data records and classical Chinese text learning data records, which include: The data content of the historical learning data records of classical Chinese is distinguished to determine that the historical learning data records of classical Chinese include classical Chinese grammar learning data records and classical Chinese text learning data records. The classical Chinese text learning data records include classical Chinese character pronunciation learning data records, classical Chinese vocabulary meaning explanation learning data records, and classical Chinese sentence translation learning data records. Then, based on the online learning time progress of the preset test subjects, the learning order of the classical Chinese grammar learning data records, the classical Chinese character pronunciation learning data records, the classical Chinese vocabulary meaning explanation learning data records, and the classical Chinese sentence translation learning data records is arranged respectively. The classical Chinese test question bank generation module is used to generate different types of classical Chinese test questions based on each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and to determine the difficulty level of all the classical Chinese test questions, thereby forming a corresponding classical Chinese test question bank. The classical Chinese test question selection module is used to select corresponding classical Chinese test questions from the classical Chinese test question bank according to the overall difficulty requirements and test question type / quantity requirements for testing the preset test objects.

5. The automatic generation system for classical Chinese text titles as described in claim 4, characterized in that: The classical Chinese test question bank generation module generates different types of classical Chinese test questions based on each classical Chinese grammar learning data record and / or each classical Chinese text learning data record, and determines the difficulty level of all the classical Chinese test questions, thereby forming a corresponding classical Chinese test question bank, specifically including: Based on the pre-set classical Chinese test syllabus information, determine the corresponding test knowledge point information for each classical Chinese grammar learning data record and each classical Chinese text learning data record; Based on the test knowledge point information, generate at least one of the following test questions: multiple choice questions, fill-in-the-blank questions, and open-ended questions for each classical Chinese grammar learning data record and / or each classical Chinese text learning data record; Finally, based on the learning difficulty level of each classical Chinese grammar learning data record and each classical Chinese text learning data record, the difficulty level evaluation scores of the test selection questions, the test fill-in-the-blank questions, and the test question-and-answer questions are determined, and the difficulty level evaluation scores of the test selection questions, the test fill-in-the-blank questions, and the test question-and-answer questions are marked, thereby forming a corresponding classical Chinese test question bank.

6. The automatic generation system for classical Chinese text titles as described in claim 4, characterized in that: The classical Chinese test question selection module selects relevant classical Chinese test questions from the classical Chinese test question bank based on the overall difficulty requirements and the requirements for the type / quantity of test questions for the preset test subjects. Specifically, this includes: Based on the difficulty ratio of the test questions used to test the preset test subjects, the number of test selection questions, the number of test fill-in-the-blank questions, and the number of test question-and-answer questions, corresponding test selection questions, test fill-in-the-blank questions, and test question-and-answer questions are selected from the classical Chinese test question bank; then, based on the difficulty level of each of the selected test selection questions, test fill-in-the-blank questions, and test question-and-answer questions, scores are evaluated, and the answering order of the test selection questions, the test fill-in-the-blank questions, and the test question-and-answer questions is adjusted, and corresponding test question scores are set.

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