{"id":"https://openalex.org/W7162805362","doi":"https://doi.org/10.5281/zenodo.20451099","title":"Leveraging LLM Reasoning for Knowledge Graph Construction: Capabilities, Methodologies, and Implications","display_name":"Leveraging LLM Reasoning for Knowledge Graph Construction: Capabilities, Methodologies, and Implications","publication_year":2025,"publication_date":"2025-12-19","ids":{"openalex":"https://openalex.org/W7162805362","doi":"https://doi.org/10.5281/zenodo.20451099"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.20451099","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.20451099","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":""},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.20451099","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137321475","display_name":"Gordea Sergiu","orcid":null},"institutions":[{"id":"https://openalex.org/I132118926","display_name":"Austrian Institute of Technology","ror":"https://ror.org/04knbh022","country_code":"AT","type":"facility","lineage":["https://openalex.org/I132118926"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sergiu, Gordea","raw_affiliation_strings":["AIT Austrian Institute of Technology GmbH, Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AIT Austrian Institute of Technology GmbH, Vienna, Austria","institution_ids":["https://openalex.org/I132118926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137377591","display_name":"Cotea George","orcid":null},"institutions":[{"id":"https://openalex.org/I129774422","display_name":"University of Vienna","ror":"https://ror.org/03prydq77","country_code":"AT","type":"education","lineage":["https://openalex.org/I129774422"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"George, Cotea","raw_affiliation_strings":["Technical University of Vienna, Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Vienna, Vienna, Austria","institution_ids":["https://openalex.org/I129774422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137313672","display_name":"Drauschke Frank","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089692","display_name":"Einstein Center Digital Future","ror":"https://ror.org/0086bb350","country_code":"DE","type":"facility","lineage":["https://openalex.org/I39343248","https://openalex.org/I4210089692","https://openalex.org/I46043019","https://openalex.org/I75951250","https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank, Drauschke","raw_affiliation_strings":["Facts & Files Digital Services GmbH, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facts & Files Digital Services GmbH, Berlin, Germany","institution_ids":["https://openalex.org/I4210089692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84771392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.8787999749183655,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.8787999749183655,"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":0.026100000366568565,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.026100000366568565,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/workflow","display_name":"Workflow","score":0.7092000246047974},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.5144000053405762},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4977000057697296},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.4138999879360199},{"id":"https://openalex.org/keywords/analytic-reasoning","display_name":"Analytic reasoning","score":0.3926999866962433},{"id":"https://openalex.org/keywords/model-based-reasoning","display_name":"Model-based reasoning","score":0.3901999890804291},{"id":"https://openalex.org/keywords/automated-reasoning","display_name":"Automated reasoning","score":0.38499999046325684},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.34709998965263367},{"id":"https://openalex.org/keywords/reasoning-system","display_name":"Reasoning system","score":0.34599998593330383}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7730000019073486},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7092000246047974},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5144000053405762},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4977000057697296},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40709999203681946},{"id":"https://openalex.org/C103057564","wikidata":"https://www.wikidata.org/wiki/Q4751139","display_name":"Analytic reasoning","level":3,"score":0.3926999866962433},{"id":"https://openalex.org/C37335422","wikidata":"https://www.wikidata.org/wiki/Q6888134","display_name":"Model-based reasoning","level":3,"score":0.3901999890804291},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.38499999046325684},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35260000824928284},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C89288958","wikidata":"https://www.wikidata.org/wiki/Q7301504","display_name":"Reasoning system","level":2,"score":0.34599998593330383},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3352000117301941},{"id":"https://openalex.org/C14156362","wikidata":"https://www.wikidata.org/wiki/Q3235388","display_name":"Descriptive knowledge","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.31119999289512634},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2822999954223633},{"id":"https://openalex.org/C2778548054","wikidata":"https://www.wikidata.org/wiki/Q679601","display_name":"Historical thinking","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.2782000005245209},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C84685590","wikidata":"https://www.wikidata.org/wiki/Q1540472","display_name":"Knowledge engineering","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C234837","wikidata":"https://www.wikidata.org/wiki/Q1420493","display_name":"Conceptual graph","level":3,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.20451099","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.20451099","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":""}],"best_oa_location":{"id":"doi:10.5281/zenodo.20451099","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.20451099","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":""},"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":{"In":[0],"this":[1,151],"paper":[2],"we":[3],"introduce":[4],"a":[5,58,125],"formal":[6],"approach":[7,115],"which":[8,100],"employs":[9,78],"Reasoning":[10],"Large":[11],"Language":[12],"Models":[13],"for":[14,62,81,86,149,158],"constructing":[15],"knowledge":[16,59,89,155],"graphs":[17],"(KGs)":[18],"from":[19],"historical":[20,139,159],"documents.":[21],"The":[22,51],"method":[23],"combines":[24],"named":[25,34,132],"entity":[26],"recognition":[27],"techniques":[28],"with":[29,36,48,68,106,166],"LLM":[30,82],"reasoning":[31,83,108],"to":[32,44,56,142,153,162],"align":[33],"entities":[35,133],"all":[37],"their":[38],"mentions":[39,130],"in":[40,129,172],"historic":[41,126],"texts":[42],"and":[43,66,84,104,110,138,161],"extract":[45],"context-aware":[46],"relationships":[47],"supporting":[49],"evidence.":[50],"extracted":[52],"information":[53],"is":[54,116,170],"structured":[55],"build":[57],"graph,":[60,90],"prepared":[61],"import,":[63],"visualization,":[64],"navigation":[65],"validation":[67],"the":[69,75,88,91,97,120,143,173],"use":[70],"of":[71,131],"graph":[72,112,156],"databases.":[73,113],"While":[74],"experimental":[76],"evaluation":[77],"GPT-5":[79],"Thinking":[80],"Neo4j":[85],"storing":[87],"Knowledge":[92],"Graph":[93],"construction":[94],"workflow":[95],"formalizes":[96],"processing":[98],"pipeline,":[99],"can":[101],"be":[102],"transcoded":[103],"implemented":[105],"alternative":[107],"LLMs":[109],"different":[111],"This":[114],"validated":[117],"by":[118],"analyzing":[119],"Dumitru":[121],"Nistor\u2019s":[122],"War":[123],"Diary,":[124],"document":[127],"rich":[128],"(i.e.":[134],"persons,":[135],"organizations,":[136],"locations)":[137],"events":[140],"related":[141],"first":[144],"world":[145],"war.":[146],"An":[147],"example":[148],"employing":[150],"process":[152],"generate":[154,163],"representations":[157],"documents,":[160],"meaningful":[164],"visualizations":[165],"minimal":[167],"human":[168],"oversight":[169],"showcased":[171],"paper.":[174]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-30T00:00:00"}
