Programming knowledge tracking method fusing code and score information
The invention discloses a programming knowledge tracking method fusing codes and score information. The method comprises the following steps that historical programming behaviors of college students are expressed as historical coding events in an online judgment system OJ; inputting each programming...
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| creator | LIU QIUYUN FU GUANGCHENG ZENG XUEQIANG CHEN HAOFEI |
| description | The invention discloses a programming knowledge tracking method fusing codes and score information. The method comprises the following steps that historical programming behaviors of college students are expressed as historical coding events in an online judgment system OJ; inputting each programming problem in the student programming behavior data set into a problem representation module, and uniformly generating a problem representation containing knowledge points and difficulty information for each programming problem; the code representation module uses a pre-training technology to construct a supervised pre-training task to train the code representation module, and in the training process, codes submitted by college students, programming problems and problem representations of the programming problems are fused to generate enhanced code representations; inputting the problem representation and the enhanced code representation of the programming problem into a double-sequence modeling module, and performin |
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The method comprises the following steps that historical programming behaviors of college students are expressed as historical coding events in an online judgment system OJ; inputting each programming problem in the student programming behavior data set into a problem representation module, and uniformly generating a problem representation containing knowledge points and difficulty information for each programming problem; the code representation module uses a pre-training technology to construct a supervised pre-training task to train the code representation module, and in the training process, codes submitted by college students, programming problems and problem representations of the programming problems are fused to generate enhanced code representations; inputting the problem representation and the enhanced code representation of the programming problem into a double-sequence modeling module, and performin</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES ; PHYSICS ; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR</subject><creationdate>2024</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20240830&DB=EPODOC&CC=CN&NR=118569447A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25564,76547</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20240830&DB=EPODOC&CC=CN&NR=118569447A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>LIU QIUYUN</creatorcontrib><creatorcontrib>FU GUANGCHENG</creatorcontrib><creatorcontrib>ZENG XUEQIANG</creatorcontrib><creatorcontrib>CHEN HAOFEI</creatorcontrib><title>Programming knowledge tracking method fusing code and score information</title><description>The invention discloses a programming knowledge tracking method fusing codes and score information. 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| subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES PHYSICS SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR |
| title | Programming knowledge tracking method fusing code and score information |
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