{"id":"https://openalex.org/W7213568936","doi":null,"title":"Agentic retrieval-augmented generation framework for exploring Bayesian network literature","display_name":"Agentic retrieval-augmented generation framework for exploring Bayesian network literature","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7213568936"},"language":"en","primary_location":{"id":"pmh:oai:oa.upm.es:97998","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/97998/","pdf_url":"https://oa.upm.es/97998/1/TFM_ADRIAN_RAPOSO_POZUELO.pdf","source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://oa.upm.es/97998/1/TFM_ADRIAN_RAPOSO_POZUELO.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5152054309","display_name":"Adri\u00e1n Raposo Pozuelo","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Raposo Pozuelo, Adri\u00e1n","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5152054309"],"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":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.5249000191688538,"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"}},"topics":[{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.5249000191688538,"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/T10028","display_name":"Topic Modeling","score":0.4041000008583069,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.009999999776482582,"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/agentic-retrieval-augmented-generation","display_name":"agentic retrieval-augmented generation","score":0.9440000057220459},{"id":"https://openalex.org/keywords/bayesian-networks","display_name":"Bayesian networks","score":0.9629999995231628},{"id":"https://openalex.org/keywords/text-to-sql","display_name":"text-to-SQL","score":0.7649999856948853},{"id":"https://openalex.org/keywords/dense-retrieval","display_name":"dense retrieval","score":0.6069999933242798},{"id":"https://openalex.org/keywords/hallucination-mitigation","display_name":"hallucination mitigation","score":0.6299999952316284},{"id":"https://openalex.org/keywords/traceability","display_name":"traceability","score":0.49799999594688416},{"id":"https://openalex.org/keywords/hybrid-knowledge-representation","display_name":"hybrid knowledge representation","score":0.6919999718666077},{"id":"https://openalex.org/keywords/knowledge-synthesis","display_name":"knowledge synthesis","score":0.5989999771118164},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.7360000014305115},{"id":"https://openalex.org/keywords/tool-selection","display_name":"tool selection","score":0.3659999966621399},{"id":"https://openalex.org/keywords/domain-specific-reasoning","display_name":"domain-specific reasoning","score":0.5809999704360962},{"id":"https://openalex.org/keywords/interpretability","display_name":"interpretability","score":0.5090000033378601}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.6287999749183655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3926999866962433},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.34459999203681946},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.2547999918460846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23999999463558197},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.19910000264644623},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.1964000016450882},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19120000302791595}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:oa.upm.es:97998","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/97998/","pdf_url":"https://oa.upm.es/97998/1/TFM_ADRIAN_RAPOSO_POZUELO.pdf","source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"}],"best_oa_location":{"id":"pmh:oai:oa.upm.es:97998","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/97998/","pdf_url":"https://oa.upm.es/97998/1/TFM_ADRIAN_RAPOSO_POZUELO.pdf","source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213568936.pdf","grobid_xml":"https://content.openalex.org/works/W7213568936.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W3001279689","https://openalex.org/W3027879771","https://openalex.org/W3158196282","https://openalex.org/W4225576545","https://openalex.org/W4309395891","https://openalex.org/W4362515116","https://openalex.org/W4385965642","https://openalex.org/W4386228584","https://openalex.org/W4387432227","https://openalex.org/W4387800467","https://openalex.org/W4389518760","https://openalex.org/W4389761608","https://openalex.org/W4389984066","https://openalex.org/W4391709827","https://openalex.org/W4391766565","https://openalex.org/W4396723768","https://openalex.org/W4400373146","https://openalex.org/W4403571392","https://openalex.org/W4403882995","https://openalex.org/W4405057528","https://openalex.org/W4405354744","https://openalex.org/W4406542750","https://openalex.org/W4411113004","https://openalex.org/W4412623423","https://openalex.org/W4415797154","https://openalex.org/W4416237197","https://openalex.org/W4417100876","https://openalex.org/W4417269815","https://openalex.org/W7133214447"],"related_works":["https://openalex.org/W4415191101","https://openalex.org/W7164942309","https://openalex.org/W7128659011","https://openalex.org/W4403810473","https://openalex.org/W7219354614","https://openalex.org/W4402502887","https://openalex.org/W7166811373","https://openalex.org/W7162571741","https://openalex.org/W7131149469","https://openalex.org/W7213675683"],"abstract_inverted_index":{"Este":[0],"trabajo":[1,89,246],"de":[2,4,14,19,25,34,80,105,113,134,164,166,171,176,199,204,209,214,232,238,250,252,259,269],"fin":[3],"m\u00e1ster":[5],"presenta":[6],"el":[7,157,169,207,222,273],"dise\u00f1o,":[8],"la":[9,12,23,41,44,78,103,109,140,155,159,162,177,197,200,202,205,212,227,230,257,265],"implementaci\u00f3n":[10],"y":[11,43,62,77,115,161,211,272],"evaluaci\u00f3n":[13],"BN":[15,185,289,414,419,455],"Assistant,":[16,186,290,420],"un":[17],"marco":[18,183],"agentic":[20,292,435],"RAG":[21,100,362],"para":[22,154,256],"exploraci\u00f3n":[24],"literatura":[26,178,239],"cient\u00edfica":[27],"sobre":[28,129,179,240],"redes":[29,180,241],"bayesianas.":[30,181,242],"El":[31,120,182],"crecimiento":[32],"exponencial":[33],"las":[35,75,233,267],"publicaciones":[36],"acad\u00e9micas":[37],"ha":[38],"hecho":[39],"que":[40,96,137,195,221],"recuperaci\u00f3n":[42,123,270],"s\u00edntesis":[45,258],"efectiva":[46],"del":[47,118,276],"conocimiento":[48,260],"sean":[49],"cada":[50],"vez":[51],"m\u00e1s":[52],"complejas,":[53],"especialmente":[54],"en":[55,94,192,264],"campos":[56],"especializados":[57],"caracterizados":[58],"por":[59],"estructuras":[60],"formales":[61],"dependencias":[63],"complejas.":[64],"Aunque":[65],"los":[66,98,173],"LLMs":[67],"ofrecen":[68],"potentes":[69],"capacidades":[70],"generativas,":[71],"presentan":[72],"limitaciones":[73],"como":[74,143,229],"alucinaciones":[76,210],"falta":[79],"trazabilidad.":[81],"Para":[82],"hacer":[83],"frente":[84],"a":[85,108,132,236,424],"estos":[86],"retos,":[87],"este":[88,245],"propone":[90],"una":[91,144,151,190],"arquitectura":[92],"basada":[93],"agentes":[95],"ampl\u00eda":[97],"sistemas":[99,251],"tradicionales":[101],"mediante":[102,124,189],"incorporaci\u00f3n":[104],"orquestaci\u00f3n":[106],"sensible":[107],"intenci\u00f3n,":[110],"selecci\u00f3n":[111],"din\u00e1mica":[112],"herramientas":[114],"representaciones":[116],"h\u00edbridas":[117],"conocimiento.":[119],"sistema":[121],"integra":[122],"vectores":[125],"densos":[126],"con":[127,168],"consultas":[128],"metadatos":[130],"estructurados":[131],"trav\u00e9s":[133],"text-to-SQL,":[135,386],"lo":[136],"permite":[138],"tanto":[139,226],"comprensi\u00f3n":[141],"sem\u00e1ntica":[142],"trazabilidad":[145],"bibliogr\u00e1fica":[146],"precisa.":[147],"Asimismo,":[148],"se":[149,187],"desarrolla":[150],"canalizaci\u00f3n":[152],"modular":[153,396],"ingesta,":[156],"preprocesamiento,":[158],"segmentaci\u00f3n":[160],"generaci\u00f3n":[163],"embeddings":[165],"documentos,":[167],"objetivo":[170],"preservar":[172],"matices":[174],"estructurales":[175],"resultante,":[184],"eval\u00faa":[188],"metodolog\u00eda":[191],"varias":[193],"fases":[194],"analiza":[196],"precisi\u00f3n":[198],"recuperaci\u00f3n,":[201],"calidad":[203],"generaci\u00f3n,":[206],"control":[208],"toma":[213],"decisiones":[215],"ag\u00e9ntica.":[216],"Los":[217],"resultados":[218],"experimentales":[219],"demuestran":[220],"enfoque":[223],"aut\u00f3nomo":[224],"mejora":[225],"fiabilidad":[228],"interpretabilidad":[231],"respuestas":[234],"generadas":[235],"partir":[237],"En":[243],"definitiva,":[244],"contribuye":[247],"al":[248],"desarrollo":[249],"inteligencia":[253],"artificial":[254,466],"fiables":[255],"cient\u00edfico,":[261],"haciendo":[262],"hincapi\u00e9":[263],"verificabilidad,":[266],"rutas":[268],"trazables":[271],"razonamiento":[274],"espec\u00edfico":[275],"dominio.":[277],"--ABSTRACT--":[278],"This":[279],"master\u2019s":[280],"thesis":[281],"presents":[282],"the":[283,410,442,447,462],"design,":[284],"implementation,":[285],"and":[286,314,326,345,371,391,403,434,449,480],"evaluation":[287],"of":[288,306,347,413,451,464],"an":[291,356],"retrieval-augmented":[293],"generation":[294,405,430],"(RAG)":[295],"framework":[296],"for":[297,398,470],"exploring":[298],"Bayesian":[299],"network":[300],"(BN)":[301],"literature.":[302,415,456],"The":[303,375,416,437],"exponential":[304],"growth":[305],"academic":[307],"publications":[308],"has":[309],"made":[310],"effective":[311],"knowledge":[312,373,472],"retrieval":[313,380,428,478],"synthesis":[315,473],"increasingly":[316],"challenging,":[317],"particularly":[318],"in":[319],"specialized":[320],"fields":[321],"characterized":[322],"by":[323,364,474],"formal":[324],"structure":[325],"complex":[327],"dependencies.":[328],"While":[329],"large":[330],"language":[331],"models":[332],"(LLMs)":[333],"offer":[334],"powerful":[335],"generative":[336],"capabilities,":[337],"they":[338],"suffer":[339],"from":[340,454],"limitations":[341],"such":[342],"as":[343],"hallucinations":[344],"lack":[346],"traceability.":[348,394],"To":[349],"address":[350],"these":[351],"challenges,":[352],"this":[353,458],"work":[354,459],"proposes":[355],"agent-based":[357],"architecture":[358],"that":[359,441],"extends":[360],"traditional":[361],"systems":[363,469],"incorporating":[365],"intent-aware":[366],"orchestration,":[367],"dynamic":[368],"tool":[369],"selection,":[370],"hybrid":[372],"representations.":[374],"system":[376],"integrates":[377],"dense":[378],"vector":[379],"with":[381],"structured":[382],"metadata":[383],"querying":[384],"through":[385,423],"enabling":[387],"both":[388,446],"semantic":[389],"understanding":[390],"precise":[392],"bibliographic":[393],"A":[395],"pipeline":[397],"document":[399],"ingestion,":[400],"preprocessing,":[401],"chunking,":[402],"embedding":[404],"is":[406,421],"developed":[407],"to":[408,461],"preserve":[409],"structural":[411],"nuances":[412],"resulting":[417],"framework,":[418],"evaluated":[422],"multi-stage":[425],"methodology":[426],"assessing":[427],"accuracy,":[429],"quality,":[431],"hallucination":[432],"control,":[433],"decision-making.":[436],"experimental":[438],"results":[439],"demonstrate":[440],"autonomous":[443],"approach":[444],"improves":[445],"reliability":[448],"interpretability":[450],"responses":[452],"generated":[453],"Ultimately,":[457],"contributes":[460],"development":[463],"trustworthy":[465],"intelligence":[467],"(AI)":[468],"scientific":[471],"emphasizing":[475],"verifiability,":[476],"traceable":[477],"paths,":[479],"domain-specific":[481],"reasoning.":[482]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-18T00:00:00"}
