{"id":"https://openalex.org/W4410428229","doi":"https://doi.org/10.1109/access.2025.3570649","title":"Transforming Education With Large Language Models: Trends, Themes, and Untapped Potential","display_name":"Transforming Education With Large Language Models: Trends, Themes, and Untapped Potential","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410428229","doi":"https://doi.org/10.1109/access.2025.3570649"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3570649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3570649","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3570649","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035700125","display_name":"Simona\u2010Vasilica Oprea","orcid":"https://orcid.org/0000-0002-9005-5181"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Simona-Vasilica Oprea","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-9005-5181","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072430260","display_name":"Adela B\u00e2r\u00e3","orcid":"https://orcid.org/0000-0002-0961-352X"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Adela B\u00e2ra","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-0961-352X","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.9959,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.9695589,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"87292","last_page":"87312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.946399986743927,"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/computer-science","display_name":"Computer science","score":0.6268222332000732},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37803298234939575}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6268222332000732},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37803298234939575}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3570649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3570649","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:43f21f7052424f9c93a12c273e769c2d","is_oa":true,"landing_page_url":"https://doaj.org/article/43f21f7052424f9c93a12c273e769c2d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 87292-87312 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3570649","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3570649","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2187089797","https://openalex.org/W2889326414","https://openalex.org/W3121163724","https://openalex.org/W4221014796","https://openalex.org/W4323655724","https://openalex.org/W4367678106","https://openalex.org/W4372356369","https://openalex.org/W4379284826","https://openalex.org/W4382403830","https://openalex.org/W4385245566","https://openalex.org/W4385433144","https://openalex.org/W4385553980","https://openalex.org/W4385632485","https://openalex.org/W4386251129","https://openalex.org/W4386837623","https://openalex.org/W4387007101","https://openalex.org/W4387163695","https://openalex.org/W4387491382","https://openalex.org/W4388159349","https://openalex.org/W4388988937","https://openalex.org/W4389155353","https://openalex.org/W4389515143","https://openalex.org/W4389606752","https://openalex.org/W4389669903","https://openalex.org/W4390459706","https://openalex.org/W4390617348","https://openalex.org/W4390957671","https://openalex.org/W4391018065","https://openalex.org/W4391097696","https://openalex.org/W4391409750","https://openalex.org/W4391546005","https://openalex.org/W4391623629","https://openalex.org/W4392106512","https://openalex.org/W4392169975","https://openalex.org/W4392196220","https://openalex.org/W4392658847","https://openalex.org/W4401335737","https://openalex.org/W4405098889","https://openalex.org/W4408186594","https://openalex.org/W4408198399","https://openalex.org/W6755207826"],"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":{"Our":[0],"research":[1,55,58,65],"focuses":[2,61],"on":[3,63,180],"the":[4,15,84],"transformative":[5],"intersection":[6],"of":[7,42,132],"Large":[8],"Language":[9],"Models":[10],"(LLMs)":[11],"and":[12,27,49,66,78,93,115,127,147,163,172],"education":[13,139],"in":[14,83,138,143,159],"last":[16],"six":[17],"years":[18],"(2019-2024),":[19],"examining":[20],"their":[21],"potential":[22,100],"to":[23,140],"modernize":[24],"educational":[25,154],"systems":[26],"enhance":[28],"learning":[29],"outcomes.":[30],"Leveraging":[31],"a":[32,130,177],"comprehensive":[33],"methodological":[34],"framework,":[35],"we":[36],"analyzed":[37,85],"9,598":[38],"publications":[39],"from":[40,134],"Web":[41],"Science":[43],"(WoS),":[44],"extracting":[45],"25,381":[46],"education-related":[47],"terms":[48,69],"mapping":[50],"academic":[51],"trends":[52],"across":[53],"diverse":[54],"areas.":[56],"Educational":[57],"involving":[59],"LLMs":[60],"heavily":[62],"learning,":[64],"training,":[67],"with":[68],"such":[70,89,123,156],"as":[71,90,124,157],"\u201ceducation\u201d":[72],"(1546),":[73],"\u201clearning\u201d":[74],"(4828),":[75],"\u201cresearch\u201d":[76],"(4438)":[77],"\u201ctraining\u201d":[79],"(327)":[80],"frequently":[81],"appearing":[82],"dataset.":[86],"Specific":[87],"applications":[88,142],"grading":[91],"(121)":[92],"tutoring":[94],"(82)":[95],"are":[96],"less":[97],"emphasized,":[98],"presenting":[99],"areas":[101],"for":[102],"further":[103],"exploration.":[104],"Key":[105],"elements":[106],"include":[107],"annual":[108],"publication":[109],"patterns,":[110],"institutional":[111],"collaborations,":[112],"citation":[113],"dynamics":[114],"keyword":[116],"co-occurrence":[117],"maps.":[118],"Advanced":[119],"topic":[120],"modeling":[121],"techniques,":[122],"LDA,":[125],"LDA-BERT":[126],"BERT-Clustering,":[128],"reveal":[129],"spectrum":[131],"themes,":[133],"foundational":[135],"AI":[136],"concepts":[137],"domain-specific":[141],"fields":[144],"like":[145,168],"legal":[146],"financial":[148],"contexts.":[149],"The":[150],"findings":[151],"highlight":[152],"major":[153],"themes":[155],"\u201cAI":[158],"education\u201d,":[160,165],"\u201cmedical":[161],"education\u201d":[162,171,175],"\u201cprogramming":[164],"alongside":[166],"subfields":[167],"\u201ccomputer":[169],"science":[170],"\u201csoftware":[173],"engineering":[174],"underscoring":[176],"strong":[178],"focus":[179],"technology-driven":[181],"learning.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":9}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}