{"id":"https://openalex.org/W4396708807","doi":"https://doi.org/10.1145/3663485","title":"Developing Time Series Forecasting Models with Generative Large Language Models","display_name":"Developing Time Series Forecasting Models with Generative Large Language Models","publication_year":2024,"publication_date":"2024-05-07","ids":{"openalex":"https://openalex.org/W4396708807","doi":"https://doi.org/10.1145/3663485"},"language":"en","primary_location":{"id":"doi:10.1145/3663485","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663485","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663485","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3663485","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078388196","display_name":"Juan Morales-Garc\u00eda","orcid":"https://orcid.org/0000-0003-0008-4825"},"institutions":[{"id":"https://openalex.org/I68763199","display_name":"Universidad Cat\u00f3lica San Antonio de Murcia","ror":"https://ror.org/05b1rsv17","country_code":"ES","type":"education","lineage":["https://openalex.org/I68763199"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan Morales-Garc\u00eda","raw_affiliation_strings":["Universidad Cat\u00f3lica de Murcia, Murcia, Spain","Universidad Cat\u00f3lica de Murcia (UCAM), Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I68763199"]},{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia (UCAM), Spain","institution_ids":["https://openalex.org/I68763199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062127676","display_name":"Antonio Llanes","orcid":"https://orcid.org/0000-0002-9802-4240"},"institutions":[{"id":"https://openalex.org/I68763199","display_name":"Universidad Cat\u00f3lica San Antonio de Murcia","ror":"https://ror.org/05b1rsv17","country_code":"ES","type":"education","lineage":["https://openalex.org/I68763199"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Llanes","raw_affiliation_strings":["Universidad Cat\u00f3lica de Murcia, Murcia, Spain","Universidad Cat\u00f3lica de Murcia (UCAM), Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I68763199"]},{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia (UCAM), Spain","institution_ids":["https://openalex.org/I68763199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064926005","display_name":"Francisco Arcas-T\u00fanez","orcid":"https://orcid.org/0000-0003-4892-5902"},"institutions":[{"id":"https://openalex.org/I68763199","display_name":"Universidad Cat\u00f3lica San Antonio de Murcia","ror":"https://ror.org/05b1rsv17","country_code":"ES","type":"education","lineage":["https://openalex.org/I68763199"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Arcas-T\u00fanez","raw_affiliation_strings":["Universidad Cat\u00f3lica de Murcia, Murcia, Spain","Universidad Cat\u00f3lica de Murcia (UCAM), Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I68763199"]},{"raw_affiliation_string":"Universidad Cat\u00f3lica de Murcia (UCAM), Spain","institution_ids":["https://openalex.org/I68763199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024335659","display_name":"Fernando Terroso-S\u00e1enz","orcid":"https://orcid.org/0000-0002-1921-1137"},"institutions":[{"id":"https://openalex.org/I3123212020","display_name":"Universidad Polit\u00e9cnica de Cartagena","ror":"https://ror.org/02k5kx966","country_code":"ES","type":"education","lineage":["https://openalex.org/I3123212020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Terroso-S\u00e1enz","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Cartagena, Murcia, Spain","Universidad Polit\u00e9cnica de Cartagena (UPCT), Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Cartagena, Murcia, Spain","institution_ids":["https://openalex.org/I3123212020"]},{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Cartagena (UPCT), Spain","institution_ids":["https://openalex.org/I3123212020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078388196"],"corresponding_institution_ids":["https://openalex.org/I68763199"],"apc_list":null,"apc_paid":null,"fwci":2.1849,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.88809333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"16","issue":"6","first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","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/T10028","display_name":"Topic Modeling","score":0.9975000023841858,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9912999868392944,"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":0.895563006401062},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6699780821800232},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6499651670455933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6375911235809326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6339424252510071},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6109948754310608},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.5565640926361084},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4698057770729065},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4589802324771881},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44348251819610596},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4304795563220978},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4251653552055359},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17273026704788208}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.895563006401062},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6699780821800232},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6499651670455933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6375911235809326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6339424252510071},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6109948754310608},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5565640926361084},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4698057770729065},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4589802324771881},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44348251819610596},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4304795563220978},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4251653552055359},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17273026704788208},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3663485","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663485","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663485","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.ucam.edu:10952/8816","is_oa":true,"landing_page_url":"http://hdl.handle.net/10952/8816","pdf_url":null,"source":{"id":"https://openalex.org/S7407055189","display_name":"RIUCAM","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1145/3663485","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663485","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663485","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4399999976158142,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396708807.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2088252378","https://openalex.org/W2105119576","https://openalex.org/W2741201074","https://openalex.org/W2789876780","https://openalex.org/W3022643593","https://openalex.org/W3206368713","https://openalex.org/W4225108562","https://openalex.org/W4225120919","https://openalex.org/W4292289324","https://openalex.org/W4308627320","https://openalex.org/W4362667540","https://openalex.org/W4378474327","https://openalex.org/W4378591002","https://openalex.org/W4385733584","https://openalex.org/W6776486363"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4299831724"],"abstract_inverted_index":{"Nowadays,":[0],"Generative":[1],"Large":[2],"Language":[3],"Models":[4],"(GLLMs)":[5],"have":[6],"made":[7],"a":[8,112,121],"significant":[9],"impact":[10],"in":[11],"the":[12,20,46,76,95,109,117,143,158],"field":[13],"of":[14,19,32,111,120,145,160],"Artificial":[15],"Intelligence":[16],"(AI).":[17],"One":[18],"domains":[21],"extensively":[22],"explored":[23,65],"for":[24,36],"these":[25],"models":[26,139,147,162],"is":[27,108,129,153],"their":[28,40],"ability":[29],"as":[30,42,86],"generators":[31],"functional":[33],"source":[34,96],"code":[35,47,97],"software":[37],"projects.":[38],"Nevertheless,":[39],"potential":[41],"assistants":[43],"to":[44,49,66,78,92,99,131],"write":[45],"needed":[48],"generate":[50,100],"and":[51],"model":[52],"Machine":[53],"Learning":[54,58],"(ML)":[55],"or":[56,88],"Deep":[57],"(DL)":[59],"architectures":[60,150],"has":[61],"not":[62],"been":[63],"fully":[64],"date.":[67],"For":[68],"this":[69,71],"reason,":[70],"work":[72],"focuses":[73],"on":[74,83],"evaluating":[75],"extent":[77],"which":[79],"different":[80],"tools":[81],"based":[82],"GLLMs,":[84,142],"such":[85],"ChatGPT":[87],"Copilot,":[89],"are":[90],"able":[91],"correctly":[93],"define":[94],"necessary":[98],"viable":[101],"predictive":[102,138,146,161],"models.":[103],"The":[104,123],"use":[105],"case":[106],"defined":[107],"forecasting":[110],"time":[113],"series":[114],"that":[115],"reports":[116],"indoor":[118],"temperature":[119],"greenhouse.":[122],"results":[124],"indicate":[125],"that,":[126],"while":[127],"it":[128],"possible":[130],"achieve":[132],"good":[133],"accuracy":[134,159],"metrics":[135],"with":[136,148],"simple":[137],"generated":[140,163],"by":[141,164],"composition":[144],"complex":[149],"using":[151],"GLLMs":[152],"still":[154],"far":[155],"from":[156],"improving":[157],"human":[165],"data":[166],"scientists.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}
