{"id":"https://openalex.org/W4406621571","doi":"https://doi.org/10.58459/icce.2024.4815","title":"Developing a LLMs-Driven System Based on Human-AI Progressive Code Generation Framework to Assist Mathematics Learning","display_name":"Developing a LLMs-Driven System Based on Human-AI Progressive Code Generation Framework to Assist Mathematics Learning","publication_year":2024,"publication_date":"2024-11-25","ids":{"openalex":"https://openalex.org/W4406621571","doi":"https://doi.org/10.58459/icce.2024.4815"},"language":"en","primary_location":{"id":"doi:10.58459/icce.2024.4815","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2024.4815","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/4815/4750","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://library.apsce.net/index.php/ICCE/article/download/4815/4750","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chun Yan Enoch SIT","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086892","display_name":"Education University of Hong Kong","ror":"https://ror.org/000t0f062","country_code":"HK","type":"education","lineage":["https://openalex.org/I4210086892"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Chun Yan Enoch SIT","raw_affiliation_strings":["Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong","institution_ids":["https://openalex.org/I4210086892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067760326","display_name":"Yin Yang","orcid":"https://orcid.org/0000-0001-7645-5931"},"institutions":[{"id":"https://openalex.org/I4210086892","display_name":"Education University of Hong Kong","ror":"https://ror.org/000t0f062","country_code":"HK","type":"education","lineage":["https://openalex.org/I4210086892"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yin YANG","raw_affiliation_strings":["Department of Mathematics and Information Technology, The Education University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Information Technology, The Education University of Hong Kong","institution_ids":["https://openalex.org/I4210086892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089341052","display_name":"Wing Kei Yeung","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086892","display_name":"Education University of Hong Kong","ror":"https://ror.org/000t0f062","country_code":"HK","type":"education","lineage":["https://openalex.org/I4210086892"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wing Kei YEUNG","raw_affiliation_strings":["Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong","institution_ids":["https://openalex.org/I4210086892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049617212","display_name":"Siu Cheung Kong","orcid":"https://orcid.org/0000-0002-8691-3016"},"institutions":[{"id":"https://openalex.org/I4210086892","display_name":"Education University of Hong Kong","ror":"https://ror.org/000t0f062","country_code":"HK","type":"education","lineage":["https://openalex.org/I4210086892"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Siu Cheung KONG","raw_affiliation_strings":["Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong; Department of Mathematics and Information Technology, The Education University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Digital Competency Education Centre, The Education University of Hong Kong; Department of Mathematics and Information Technology, The Education University of Hong Kong","institution_ids":["https://openalex.org/I4210086892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210086892"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23323756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7806000113487244,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7806000113487244,"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/T14025","display_name":"Educational Technology and Assessment","score":0.7462000250816345,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.6685000061988831,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/code","display_name":"Code (set theory)","score":0.556165337562561},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5249899625778198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48233792185783386},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3236059248447418},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2568119764328003},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24919435381889343}],"concepts":[{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.556165337562561},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5249899625778198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48233792185783386},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3236059248447418},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2568119764328003},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24919435381889343},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.58459/icce.2024.4815","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2024.4815","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/4815/4750","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.58459/icce.2024.4815","is_oa":true,"landing_page_url":"https://doi.org/10.58459/icce.2024.4815","pdf_url":"https://library.apsce.net/index.php/ICCE/article/download/4815/4750","source":{"id":"https://openalex.org/S5407049172","display_name":"International Conference on Computers in Education","issn_l":"3078-4360","issn":["3078-4360"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406621571.pdf","grobid_xml":"https://content.openalex.org/works/W4406621571.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0,243],"paper":[1],"proposed":[2,229],"a":[3,8,131,175,181],"system":[4],"interface":[5],"based":[6,109],"on":[7,110,115],"novel":[9],"progressive":[10],"code":[11,43,92,106,124,135,163,191,252],"generation":[12,107],"framework":[13,132,230,244],"to":[14,40,83,142,150,158,209,231,248],"produce":[15],"verified":[16],"programming":[17,42],"codes":[18,49,160],"using":[19,44],"natural":[20,45,85],"language":[21,31,103,140,220],"for":[22,215,217],"mathematics":[23],"learning.":[24],"With":[25,127],"the":[26,48,59,91,116,123,152,155,162,168,190,204,212,225,228,233],"latest":[27],"advancement":[28],"of":[29,90,122,178,184,227,235],"large":[30,102,139,219],"models":[32,104],"such":[33,95],"as":[34,96],"GPT-4,":[35],"people":[36,67],"can":[37],"ask":[38],"GPTs":[39],"generate":[41,159],"language.":[46],"However,":[47],"generated":[50,136],"may":[51,68,245],"not":[52,194],"be":[53,207,246],"directly":[54],"executable":[55,165,195],"or":[56,63,172,196,202],"aligned":[57],"with":[58,154,174],"user's":[60,169],"desired":[61],"goal":[62,171],"purpose.":[64],"Furthermore,":[65],"different":[66,75],"express":[69],"their":[70,111],"goals":[71,201],"and":[72,87,99,166,189,241],"purpose":[73,173],"in":[74,129,211],"ways.":[76],"Hence,":[77],"there":[78],"are":[79],"many":[80],"possible":[81],"ways":[82],"map":[84],"languages":[86],"code.":[88],"Many":[89],"evaluation":[93],"frameworks":[94],"pass-ratio@n,":[97],"BLEU":[98],"CodeBLEU":[100],"evaluate":[101],"(LLMs)":[105],"ability":[108,254],"actual":[112],"execution":[113,125],"results":[114],"first":[117],"prompt":[118,205],"without":[119],"giving":[120],"feedback":[121,157],"error.":[126],"this":[128,223],"mind,":[130],"that":[133,218],"allows":[134],"from":[137],"any":[138,250],"model":[141],"progressively":[143],"improve":[144,249],"was":[145,239],"proposed.":[146],"The":[147],"idea":[148],"is":[149,164,192],"re-prompt":[151],"LLMs":[153],"error":[156],"until":[161],"achieve":[167,198],"desire":[170],"predefined":[176],"number":[177,183],"iterations.":[179],"If":[180],"certain":[182],"iterations":[185],"has":[186],"been":[187],"reached":[188],"still":[193],"cannot":[197],"users'":[199],"intended":[200],"desire,":[203],"would":[206],"useful":[208,247],"include":[210],"training":[213],"dataset":[214],"fine-tuning":[216],"model.":[221],"In":[222],"study,":[224],"application":[226],"enhance":[232],"accuracy":[234],"mathematical":[236],"problem-solving":[237],"problems":[238],"tested":[240],"reported.":[242],"LLM":[251],"generating":[253],"continuously.":[255],"Discussions":[256],"were":[257],"made.":[258]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
