{"id":"https://openalex.org/W4416526922","doi":"https://doi.org/10.48550/arxiv.2504.05370","title":"EduPlanner: LLM-Based Multi-Agent Systems for Customized and Intelligent Instructional Design","display_name":"EduPlanner: LLM-Based Multi-Agent Systems for Customized and Intelligent Instructional Design","publication_year":2025,"publication_date":"2025-04-07","ids":{"openalex":"https://openalex.org/W4416526922","doi":"https://doi.org/10.48550/arxiv.2504.05370"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2504.05370","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.05370","pdf_url":"https://arxiv.org/pdf/2504.05370","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2504.05370","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061124954","display_name":"Xueqiao Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Zhang, Xueqiao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046446053","display_name":"Chao Zhang","orcid":"https://orcid.org/0000-0002-1275-7794"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Chao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058426743","display_name":"Jianwen Sun","orcid":"https://orcid.org/0000-0002-0951-1072"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Jianwen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101485989","display_name":"Jun Xiao","orcid":"https://orcid.org/0000-0002-6142-9914"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiao, Jun","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005421447","display_name":"Yi Yang","orcid":"https://orcid.org/0000-0002-0512-880X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Yi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5010961909","display_name":"Yawei Luo","orcid":"https://orcid.org/0000-0002-7037-1806"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Yawei","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5061124954"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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":0.6579999923706055,"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":0.6579999923706055,"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/T11122","display_name":"Online Learning and Analytics","score":0.03779999911785126,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13629","display_name":"Text Readability and Simplification","score":0.01720000058412552,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6182000041007996},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5311999917030334},{"id":"https://openalex.org/keywords/instructional-design","display_name":"Instructional design","score":0.5092999935150146},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.42289999127388},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.41429999470710754},{"id":"https://openalex.org/keywords/intelligent-tutoring-system","display_name":"Intelligent tutoring system","score":0.41110000014305115},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.40220001339912415}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7261999845504761},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6182000041007996},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5311999917030334},{"id":"https://openalex.org/C159456220","wikidata":"https://www.wikidata.org/wiki/Q667334","display_name":"Instructional design","level":2,"score":0.5092999935150146},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.42289999127388},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.41429999470710754},{"id":"https://openalex.org/C2779336797","wikidata":"https://www.wikidata.org/wiki/Q3055492","display_name":"Intelligent tutoring system","level":2,"score":0.41110000014305115},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.40220001339912415},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.38989999890327454},{"id":"https://openalex.org/C2776185021","wikidata":"https://www.wikidata.org/wiki/Q2033770","display_name":"Lesson plan","level":2,"score":0.36719998717308044},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.35749998688697815},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3199000060558319},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.2773999869823456},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2712000012397766},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.25609999895095825}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2504.05370","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.05370","pdf_url":"https://arxiv.org/pdf/2504.05370","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2504.05370","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2504.05370","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2504.05370","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.05370","pdf_url":"https://arxiv.org/pdf/2504.05370","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"significantly":[5],"advanced":[6],"smart":[7],"education":[8],"in":[9,20,110,203],"the":[10,21,76,140,166,194,218,226],"Artificial":[11],"General":[12],"Intelligence":[13],"(AGI)":[14],"era.":[15],"A":[16],"promising":[17],"application":[18],"lies":[19],"automatic":[22],"generalization":[23],"of":[24,144,222],"instructional":[25,118,148,207],"design":[26,119,149,208],"for":[27,82,120,150,209],"curriculum":[28,121,151,210],"and":[29,50,52,105,116,122,152,160,178,187,196,205,211,220],"learning":[30,48,63,123,153,161,212],"activities,":[31],"focusing":[32],"on":[33,45,60,193],"two":[34],"key":[35],"aspects:":[36],"(1)":[37],"Customized":[38],"Generation:":[39],"generating":[40],"niche-targeted":[41],"teaching":[42,85],"content":[43,58],"based":[44,59],"students'":[46,157],"varying":[47],"abilities":[49],"states,":[51],"(2)":[53],"Intelligent":[54],"Optimization:":[55],"iteratively":[56],"optimizing":[57,206],"feedback":[61],"from":[62],"effectiveness":[64,221],"or":[65],"test":[66],"scores.":[67],"Currently,":[68],"a":[69,80,106,133],"single":[70],"large":[71],"LLM":[72],"cannot":[73],"effectively":[74],"manage":[75],"entire":[77],"process,":[78],"posing":[79],"challenge":[81],"designing":[83],"intelligent":[84,117,189],"plans.":[86],"To":[87],"address":[88],"these":[89],"issues,":[90],"we":[91,164],"developed":[92],"EduPlanner,":[93],"an":[94,99,102,168],"LLM-based":[95,169],"multi-agent":[96],"system":[97],"comprising":[98],"evaluator":[100],"agent,":[101,104],"optimizer":[103],"question":[107],"analyst,":[108],"working":[109],"adversarial":[111],"collaboration":[112],"to":[113,137,156,180],"generate":[114],"customized":[115],"activities.":[124,213],"Taking":[125],"mathematics":[126,142,183],"lessons":[127],"as":[128],"our":[129],"example,":[130],"EduPlanner":[131,201],"employs":[132],"novel":[134],"Skill-Tree":[135],"structure":[136],"accurately":[138],"model":[139],"background":[141],"knowledge":[143,158],"student":[145],"groups,":[146],"personalizing":[147],"activities":[154],"according":[155],"levels":[159],"abilities.":[162],"Additionally,":[163],"introduce":[165],"CIDDP,":[167],"five-dimensional":[170],"evaluation":[171],"module":[172],"encompassing":[173],"clarity,":[174],"Integrity,":[175],"Depth,":[176],"Practicality,":[177],"Pertinence,":[179],"comprehensively":[181],"assess":[182],"lesson":[184],"plan":[185],"quality":[186],"bootstrap":[188],"optimization.":[190],"Experiments":[191],"conducted":[192],"GSM8K":[195],"Algebra":[197],"datasets":[198],"demonstrate":[199],"that":[200],"excels":[202],"evaluating":[204],"Ablation":[214],"studies":[215],"further":[216],"validate":[217],"significance":[219],"each":[223],"component":[224],"within":[225],"framework.":[227],"Our":[228],"code":[229],"is":[230],"publicly":[231],"available":[232],"at":[233],"https://github.com/Zc0812/Edu_Planner":[234]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
