{"id":"https://openalex.org/W4409053216","doi":"https://doi.org/10.1002/cae.70023","title":"UnrealMentor GPT: A System for Teaching Programming Based on a Large Language Model","display_name":"UnrealMentor GPT: A System for Teaching Programming Based on a Large Language Model","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4409053216","doi":"https://doi.org/10.1002/cae.70023"},"language":"en","primary_location":{"id":"doi:10.1002/cae.70023","is_oa":true,"landing_page_url":"https://doi.org/10.1002/cae.70023","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/cae.70023","source":{"id":"https://openalex.org/S159433931","display_name":"Computer Applications in Engineering Education","issn_l":"1061-3773","issn":["1061-3773","1099-0542"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Applications in Engineering Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/cae.70023","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027101449","display_name":"Hongli Zhu","orcid":"https://orcid.org/0000-0001-6123-2102"},"institutions":[{"id":"https://openalex.org/I4400573310","display_name":"Hangzhou City University","ror":"https://ror.org/01wck0s05","country_code":null,"type":"education","lineage":["https://openalex.org/I4400573310"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Zhu","raw_affiliation_strings":["School of Information and Electrical Engineering Hangzhou City University Hangzhou China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Electrical Engineering Hangzhou City University Hangzhou China","institution_ids":["https://openalex.org/I4400573310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113938555","display_name":"Jian Xiang","orcid":"https://orcid.org/0009-0007-4283-7545"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Xiang","raw_affiliation_strings":["School of Information and Electronic Engineering Zhejiang University of Science and Technology Hangzhou China"],"raw_orcid":"https://orcid.org/0009-0007-4283-7545","affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering Zhejiang University of Science and Technology Hangzhou China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007963311","display_name":"Zhihui Yang","orcid":"https://orcid.org/0000-0001-7250-8231"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhichuang Yang","raw_affiliation_strings":["School of Information and Electronic Engineering Zhejiang University of Science and Technology Hangzhou China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering Zhejiang University of Science and Technology Hangzhou China","institution_ids":["https://openalex.org/I168879160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5113938555"],"corresponding_institution_ids":["https://openalex.org/I168879160"],"apc_list":{"value":3760,"currency":"USD","value_usd":3760},"apc_paid":null,"fwci":4.3465,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93497453,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"33","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9478999972343445,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7246111631393433},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.6807727217674255},{"id":"https://openalex.org/keywords/c-programming-language","display_name":"C programming language","score":0.6090710163116455},{"id":"https://openalex.org/keywords/first-generation-programming-language","display_name":"First-generation programming language","score":0.432399719953537},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.39063769578933716},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3657079339027405},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3299599289894104},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.12216141819953918},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08481508493423462}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7246111631393433},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.6807727217674255},{"id":"https://openalex.org/C2986567400","wikidata":"https://www.wikidata.org/wiki/Q15777","display_name":"C programming language","level":3,"score":0.6090710163116455},{"id":"https://openalex.org/C570499","wikidata":"https://www.wikidata.org/wiki/Q1289116","display_name":"First-generation programming language","level":3,"score":0.432399719953537},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.39063769578933716},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3657079339027405},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3299599289894104},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.12216141819953918},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08481508493423462}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/cae.70023","is_oa":true,"landing_page_url":"https://doi.org/10.1002/cae.70023","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/cae.70023","source":{"id":"https://openalex.org/S159433931","display_name":"Computer Applications in Engineering Education","issn_l":"1061-3773","issn":["1061-3773","1099-0542"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Applications in Engineering Education","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1002/cae.70023","is_oa":true,"landing_page_url":"https://doi.org/10.1002/cae.70023","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/cae.70023","source":{"id":"https://openalex.org/S159433931","display_name":"Computer Applications in Engineering Education","issn_l":"1061-3773","issn":["1061-3773","1099-0542"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Applications in Engineering Education","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4409053216.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2896457183","https://openalex.org/W3027879771","https://openalex.org/W3170092793","https://openalex.org/W3177813494","https://openalex.org/W4292779060","https://openalex.org/W4316041216","https://openalex.org/W4367672983","https://openalex.org/W4378464536","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W134217928","https://openalex.org/W2010145286","https://openalex.org/W2133376498","https://openalex.org/W2912039166","https://openalex.org/W1999652909","https://openalex.org/W2068351696","https://openalex.org/W2245550411","https://openalex.org/W2210312992","https://openalex.org/W2013673681","https://openalex.org/W2188982817"],"abstract_inverted_index":{"ABSTRACT":[0],"This":[1,37],"paper":[2],"introduces":[3],"UnrealMentor":[4,185],"GPT,":[5],"a":[6,19,49],"multiagent":[7],"debugging":[8,81],"framework":[9,27],"that":[10,76,107,123],"combines":[11],"advanced":[12],"large":[13],"language":[14],"model":[15],"(LLM)":[16],"capabilities":[17],"with":[18,111],"dynamically":[20],"updated":[21],"knowledge":[22],"base.":[23],"Systems":[24],"incorporating":[25],"this":[26],"are":[28,140],"used":[29],"in":[30,83,187],"programming":[31],"courses":[32,74],"for":[33],"university":[34],"computer\u2010related":[35],"majors.":[36],"teaching":[38,103,120],"system":[39,125],"based":[40,68],"on":[41,69,102,168],"Generative":[42],"Pre\u2010training":[43],"(GPT)":[44],"technology":[45],"guides":[46],"students":[47,77,108],"through":[48],"hierarchical":[50],"learning":[51,95,113],"process":[52,131],"using":[53],"multiple":[54],"specialized":[55],"agents":[56],"(syntax":[57],"checking,":[58],"algorithm":[59],"analysis,":[60],"optimization)":[61],"and":[62,92,132,152,176],"retrieval\u2010augmented":[63],"generation":[64],"(RAG).":[65],"Experimental":[66],"results":[67],"the":[70,84,86,93,112,124,128,144,148,158,162,170,182],"effectiveness":[71,104,183],"of":[72,88,118,136,161,184],"undergraduate":[73],"show":[75],"spend":[78],"less":[79],"time":[80],"code":[82],"course,":[85],"accuracy":[87],"solutions":[89],"is":[90,97],"improved,":[91],"overall":[94],"efficiency":[96],"significantly":[98],"enhanced.":[99],"Subsequent":[100],"surveys":[101,117],"also":[105],"showed":[106],"were":[109],"satisfied":[110],"process.":[114],"Feedback":[115],"from":[116],"relevant":[119],"staff":[121],"indicated":[122],"can":[126],"simplify":[127],"error":[129],"correction":[130],"deepen":[133],"students'":[134],"understanding":[135],"concepts.":[137],"However,":[138],"there":[139],"some":[141],"limitations":[142],"to":[143,180],"current":[145],"research,":[146],"including":[147],"small":[149],"sample":[150],"size":[151],"short":[153],"intervention":[154],"time,":[155],"which":[156],"limits":[157],"application":[159],"scenarios":[160],"system.":[163],"Future":[164],"research":[165],"will":[166],"focus":[167],"expanding":[169],"participating":[171],"groups,":[172],"exploring":[173],"cross\u2010language":[174],"applicability,":[175],"conducting":[177],"longitudinal":[178],"experiments":[179],"verify":[181],"GPT":[186],"various":[188],"educational":[189],"environments.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-10-10T00:00:00"}