{"id":"https://openalex.org/W7009784282","doi":null,"title":"Ferramenta de descoberta e explora\u00e7\u00e3o de dados ambientais com respostas a Prompts utilizando modelos de linguagens avan\u00e7ados","display_name":"Ferramenta de descoberta e explora\u00e7\u00e3o de dados ambientais com respostas a Prompts utilizando modelos de linguagens avan\u00e7ados","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7009784282"},"language":"pt","primary_location":{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2025/08.09.17.10.29-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2025/08.09.17.10","pdf_url":"http://urlib.net/8JMKD2USNNW34T/4E2T7QS","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"report"},"volume":null,"type":"report","is_traditional":false,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://urlib.net/8JMKD2USNNW34T/4E2T7QS","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Souza,\u00a0Eduardo\u00a0Ribeiro\u00a0do\u00a0Amparo\u00a0Rodrigues\u00a0de","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Souza,\u00a0Eduardo\u00a0Ribeiro\u00a0do\u00a0Amparo\u00a0Rodrigues\u00a0de","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023029093","display_name":"Alan J. P. Calheiros","orcid":"https://orcid.org/0000-0002-6408-3410","observed_orcids":["https://orcid.org/0000-0002-6408-3410"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Calheiros,\u00a0Alan\u00a0James\u00a0Peixoto","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5114118289","display_name":"Pedro Correa","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Corr\u00eaa,\u00a0Pedro\u00a0Luiz\u00a0Pizzigatti","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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":true,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9375,"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":0.9375,"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":0.04179999977350235,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.00570000009611249,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/question-answering","display_name":"question answering","score":0.5460000038146973},{"id":"https://openalex.org/keywords/llm-based-agents","display_name":"LLM agents","score":0.4350000023841858},{"id":"https://openalex.org/keywords/metadata-search","display_name":"metadata search","score":0.37299999594688416},{"id":"https://openalex.org/keywords/atmospheric-radiation-measurements","display_name":"atmospheric radiation measurements","score":0.8080000281333923},{"id":"https://openalex.org/keywords/lora-adapters","display_name":"LoRA adapters","score":0.8180000185966492},{"id":"https://openalex.org/keywords/qlora","display_name":"QLoRA","score":0.828000009059906},{"id":"https://openalex.org/keywords/rest-api","display_name":"REST API","score":0.6660000085830688},{"id":"https://openalex.org/keywords/conversational-interfaces","display_name":"conversational interfaces","score":0.5979999899864197},{"id":"https://openalex.org/keywords/inpe","display_name":"INPE","score":0.3700000047683716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6358000040054321},{"id":"https://openalex.org/C2780416260","wikidata":"https://www.wikidata.org/wiki/Q2063","display_name":"JSON","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.49230000376701355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43160000443458557},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.38019999861717224},{"id":"https://openalex.org/C544833334","wikidata":"https://www.wikidata.org/wiki/Q2005","display_name":"JavaScript","level":2,"score":0.37630000710487366},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3621000051498413},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.35569998621940613},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3492000102996826},{"id":"https://openalex.org/C138708601","wikidata":"https://www.wikidata.org/wiki/Q8811","display_name":"HTML","level":3,"score":0.3409999907016754},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C504723692","wikidata":"https://www.wikidata.org/wiki/Q134471","display_name":"Ajax","level":3,"score":0.2587999999523163},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2563000023365021}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2025/08.09.17.10.29-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2025/08.09.17.10","pdf_url":"http://urlib.net/8JMKD2USNNW34T/4E2T7QS","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"report"},{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2025/08.14.11.38.45-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2025/08.14.11.38","pdf_url":"http://urlib.net/8JMKD2USNNW34T/4E3M655","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"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":"conferenceObject"},{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2026/07.20.13.44.55-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2026/07.20.13.44","pdf_url":"http://urlib.net/8JMKD2USNNW34T/4G4UUP5","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"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":"conferenceObject"},{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2026/08.24.17.47.20-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2026/08.24.17.47","pdf_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2026/08.24.17.47","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"report"}],"best_oa_location":{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2025/08.09.17.10.29-0","doi":null,"is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2025/08.09.17.10","pdf_url":"http://urlib.net/8JMKD2USNNW34T/4E2T7QS","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"report"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7009784282.pdf","grobid_xml":"https://content.openalex.org/works/W7009784282.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W1932223131","https://openalex.org/W2123892517","https://openalex.org/W2798362442","https://openalex.org/W2936695845","https://openalex.org/W2963748441","https://openalex.org/W3015883388","https://openalex.org/W3021338988","https://openalex.org/W3027879771","https://openalex.org/W3168867926","https://openalex.org/W3174770825","https://openalex.org/W4226278401","https://openalex.org/W4307079201","https://openalex.org/W4307934016","https://openalex.org/W4308760226","https://openalex.org/W4322718191","https://openalex.org/W4327810158","https://openalex.org/W4382048606","https://openalex.org/W4384918448","https://openalex.org/W4386655575","https://openalex.org/W4387561528","https://openalex.org/W4388654737","https://openalex.org/W4389984066","https://openalex.org/W4404782930","https://openalex.org/W4407832526","https://openalex.org/W7133198810","https://openalex.org/W7133233472"],"related_works":["https://openalex.org/W7213392784","https://openalex.org/W6944078154","https://openalex.org/W7134033234","https://openalex.org/W7115033872","https://openalex.org/W7120650220","https://openalex.org/W7167908311","https://openalex.org/W7167328981","https://openalex.org/W7214577090","https://openalex.org/W2722386872","https://openalex.org/W193938735"],"abstract_inverted_index":{"O":[0,155,243],"Instituto":[1],"Nacional":[2],"de":[3,12,18,21,32,40,65,68,109,111,159,175,178,181,183,187,189,203,208,210,220,231,237,249,255,261,265],"Pesquisas":[4],"Espaciais":[5],"(INPE)":[6,293],"produz":[7],"e":[8,84,90,103,105,149,185,205,212,260,283],"integra":[9],"grandes":[10],"volumes":[11,298],"dados":[13,284],"ambientais,":[14],"cuja":[15,128],"explora\u00e7\u00e3o":[16],"depende":[17],"ferramentas":[19],"capazes":[20],"responder,":[22],"em":[23,48,116,151,196,257],"linguagem":[24],"natural,":[25],"a":[26,60,125,200,217,234,274,365,381,392,450,495,502,519,527,542],"perguntas":[27,127,201],"t\u00e9cnicas":[28],"sobre":[29,162],"os":[30,86],"conjuntos":[31,209],"dados.":[33],"Neste":[34],"trabalho,":[35],"correspondente":[36],"\u00e0":[37,57,268],"segunda":[38],"fase":[39],"uma":[41,250,262],"Inicia\u00e7\u00e3o":[42],"Cient\u00edfica,":[43],"desenvolveu-se":[44],"um":[45,79,95,107,163],"assistente":[46],"especializado":[47],"metadados":[49,69],"do":[50,73,92,98,141,227,271],"reposit\u00f3rio":[51],"Atmospheric":[52,340],"Radiation":[53,341],"Measurement":[54,342],"(ARM),":[55],"destinado":[56],"integra\u00e7\u00e3o":[58],"com":[59,144,166,253],"plataforma":[61],"DataMap.":[62],"A":[63],"partir":[64],"663":[66,353],"arquivos":[67],"no":[70],"formato":[71],"JSON-LD":[72,354],"observat\u00f3rio":[74],"Southern":[75,359],"Great":[76,360],"Plains,":[77],"construiu-se":[78],"pipeline":[80,367],"modular":[81,366],"que":[82,121,229],"coleta":[83],"organiza":[85],"dados,":[87,211],"computa":[88],"estat\u00edsticas":[89],"\u00edndices":[91],"corpus,":[93,135,419],"monta":[94],"gloss\u00e1rio":[96],"t\u00e9cnico":[97],"dom\u00ednio":[99],"(com":[100],"defini\u00e7\u00f5es":[101,197],"curadas":[102],"autom\u00e1ticas)":[104],"gera":[106],"conjunto":[108],"cerca":[110],"30":[112,396],"mil":[113],"pares":[114],"pergunta-resposta":[115],"portugu\u00eas,":[117],"incluindo":[118],"exemplos":[119],"negativos":[120],"ensinam":[122],"o":[123,137],"modelo":[124,142,156],"recusar":[126],"informa\u00e7\u00e3o":[129],"n\u00e3o":[130],"est\u00e1":[131],"dispon\u00edvel.":[132],"Sobre":[133],"esse":[134],"realizou-se":[136],"ajuste":[138],"fino":[139],"(\ufb01ne-tuning)":[140],"meta-llama/Llama-2-7b-chat-hf":[143,423],"adaptadores":[145],"LoRA":[146,426],"(rank":[147,428],"16)":[148,429],"quantiza\u00e7\u00e3o":[150],"4":[152],"bits":[153],"(QLoRA).":[154,433],"foi":[157,245],"avaliado":[158],"forma":[160,232],"sistem\u00e1tica":[161],"benchmark":[164],"anotado,":[165],"m\u00e9tricas":[167],"autom\u00e1-":[168],"ticas":[169],"estratificadas":[170],"por":[171,223,240,247],"categoria,":[172],"atingindo":[173],"BLEU":[174,451],"43,2,":[176],"ROUGE-L":[177,454],"0,56,":[179],"F1":[180,458],"tokens":[182],"0,55":[184],"acur\u00e1cia":[186],"recusa":[188,199],"0,83.":[190],"Os":[191],"resultados":[192],"evidenciaram":[193],"forte":[194],"desempenho":[195],"conceituais,":[198],"fora":[202],"escopo":[204],"reco-":[206],"menda\u00e7\u00e3o":[207],"delimitaram":[213],"como":[214,278],"principal":[215],"limite":[216],"recorda\u00e7\u00e3o":[218],"exata":[219],"fatos":[221],"\u00fanicos":[222],"identificador,":[224],"comportamento":[225],"caracter\u00edstico":[226],"\ufb01ne-tuning":[228],"fundamenta,":[230],"justificada,":[233],"ado\u00e7\u00e3o":[235],"futura":[236],"Gera\u00e7\u00e3o":[238],"Aumentada":[239],"Recupera\u00e7\u00e3o":[241],"(RAG).":[242,512],"sistema":[244],"disponibilizado":[246],"meio":[248],"API":[251,521],"RESTful":[252,520],"transmiss\u00e3o":[254],"respostas":[256],"tempo":[258],"real":[259],"interface":[263,530],"web":[264,528],"conversa\u00e7\u00e3o":[266],"alinhada":[267],"identidade":[269],"visual":[270,535],"DataMap,":[272],"confirmando":[273],"viabilidade":[275],"da":[276],"solu\u00e7\u00e3o":[277],"mediadora":[279],"sem\u00e2ntica":[280],"entre":[281],"pesquisadores":[282],"ambientais.":[285],"ABSTRACT:":[286],"The":[287,434,466,513],"National":[288],"Institute":[289],"for":[290,346,505],"Space":[291],"Research":[292],"produces":[294],"and":[295,370,378,387,390,430,461,478,481,526,547],"integrates":[296],"large":[297],"of":[299,326,357,394,452,455,459,464,475,490,498,509],"environmental":[300,548],"data":[301],"whose":[302,412],"exploration":[303],"depends":[304],"on":[305,439,471],"tools":[306],"able":[307],"to":[308,322,409],"answer,":[309],"in":[310,336,400],"natural":[311],"language,":[312],"technical":[313,383],"questions":[314,411],"about":[315,395],"the":[316,323,339,349,358,372,407,422,484,487,506,533,538],"datasets.":[317],"In":[318],"this":[319,418],"work,":[320],"corresponding":[321],"second":[324],"phase":[325],"an":[327,333,440],"undergraduate":[328],"research":[329],"project,":[330],"we":[331,363,420],"developed":[332],"assistant":[334],"specialized":[335],"metadata":[337,355],"from":[338],"(ARM)":[343],"repository,":[344],"intended":[345],"integration":[347],"with":[348,425,443,522,532],"DataMap":[350,534],"platform.":[351],"From":[352],"files":[356],"Plains":[361],"observatory,":[362],"built":[364],"that":[368,405,500],"collects":[369],"organizes":[371],"data,":[373],"computes":[374],"corpus":[375],"statis-":[376],"tics":[377],"indexes,":[379],"assembles":[380],"domain-specific":[382],"glossary":[384],"(with":[385],"curated":[386],"automatic":[388,444],"definitions),":[389],"generates":[391],"set":[393],"thousand":[397],"question-answer":[398],"pairs":[399],"Portuguese,":[401],"including":[402],"negative":[403],"examples":[404],"teach":[406],"model":[408,424,435],"refuse":[410],"information":[413],"is":[414],"not":[415],"available.":[416],"On":[417],"fine-tuned":[421],"adapters":[427],"4-bit":[431],"quantization":[432],"was":[436,515],"systematically":[437],"evaluated":[438],"annotated":[441],"benchmark,":[442],"metrics":[445],"strati\ue003ed":[446],"by":[447],"category,":[448],"reaching":[449],"43.2,":[453],"0.56,":[456],"token-level":[457],"0.55,":[460],"refusal":[462,474],"accuracy":[463],"0.83.":[465],"results":[467],"showed":[468],"strong":[469],"performance":[470],"conceptual":[472],"definitions,":[473],"out-of-scope":[476],"questions,":[477],"dataset":[479],"recommendation,":[480],"identified":[482],"as":[483,541],"main":[485],"limitation":[486],"exact":[488],"recall":[489],"unique":[491],"facts":[492],"per":[493],"identifier,":[494],"behavior":[496],"characteristic":[497],"fine-tuning":[499],"provides":[501],"well-founded":[503],"justification":[504],"future":[507],"adoption":[508],"Retrieval-Augmented":[510],"Generation":[511],"system":[514],"made":[516],"available":[517],"through":[518],"real-time":[523],"response":[524],"streaming":[525],"conversational":[529],"aligned":[531],"identity,":[536],"confirming":[537],"solutions":[539],"feasibility":[540],"semantic":[543],"mediator":[544],"between":[545],"researchers":[546],"data.":[549]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-10-10T00:00:00"}