{"id":"https://openalex.org/W4413771708","doi":"https://doi.org/10.3233/ssw250006","title":"Document-Level Relation Extraction with Ontology-Guided RAG","display_name":"Document-Level Relation Extraction with Ontology-Guided RAG","publication_year":2025,"publication_date":"2025-08-26","ids":{"openalex":"https://openalex.org/W4413771708","doi":"https://doi.org/10.3233/ssw250006"},"language":"en","primary_location":{"id":"doi:10.3233/ssw250006","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ssw250006","pdf_url":null,"source":{"id":"https://openalex.org/S4210172742","display_name":"Studies on the semantic web","issn_l":"2215-0870","issn":["2215-0870"],"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":"ebook platform"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies on the Semantic Web","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/ssw250006","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030476701","display_name":"Wilma Johanna Schmidt","orcid":null},"institutions":[{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]},{"id":"https://openalex.org/I889804353","display_name":"Robert Bosch (Germany)","ror":"https://ror.org/01fe0jt45","country_code":"DE","type":"company","lineage":["https://openalex.org/I889804353"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Wilma Johanna Schmidt","raw_affiliation_strings":["AG Corporate Semantic Web, Freie Universit\u00e4t Berlin, Berlin, Germany","Corporate Research, Robert Bosch GmbH, Renningen, Germany"],"affiliations":[{"raw_affiliation_string":"AG Corporate Semantic Web, Freie Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I75951250"]},{"raw_affiliation_string":"Corporate Research, Robert Bosch GmbH, Renningen, Germany","institution_ids":["https://openalex.org/I889804353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066293480","display_name":"Diego Rincon-Yanez","orcid":"https://orcid.org/0000-0002-8982-1678"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]},{"id":"https://openalex.org/I3132601863","display_name":"Francisco de Paula Santander University","ror":"https://ror.org/01vwm8t51","country_code":"CO","type":"education","lineage":["https://openalex.org/I3132601863"]}],"countries":["CO","IE"],"is_corresponding":false,"raw_author_name":"Diego Rincon-Yanez","raw_affiliation_strings":["ADAPT Centre, School of Computer Science and Statistics, Trinity College Dublin, Dublin, Ireland","Universidad de Santander, Facultad de Ingenier\u00edas y Tecnolog\u00edas, Cucuta, Colombia"],"affiliations":[{"raw_affiliation_string":"ADAPT Centre, School of Computer Science and Statistics, Trinity College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I205274468"]},{"raw_affiliation_string":"Universidad de Santander, Facultad de Ingenier\u00edas y Tecnolog\u00edas, Cucuta, Colombia","institution_ids":["https://openalex.org/I3132601863"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001084075","display_name":"Irl\u00e1n Grangel-Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-8460-4132"},"institutions":[{"id":"https://openalex.org/I889804353","display_name":"Robert Bosch (Germany)","ror":"https://ror.org/01fe0jt45","country_code":"DE","type":"company","lineage":["https://openalex.org/I889804353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Irlan Grangel-Gonz\u00e1lez","raw_affiliation_strings":["Corporate Research, Robert Bosch GmbH, Renningen, Germany"],"affiliations":[{"raw_affiliation_string":"Corporate Research, Robert Bosch GmbH, Renningen, Germany","institution_ids":["https://openalex.org/I889804353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088336451","display_name":"Adrian Paschke","orcid":"https://orcid.org/0000-0003-3156-9040"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Adrian Paschke","raw_affiliation_strings":["AG Corporate Semantic Web, Freie Universit\u00e4t Berlin, Berlin, Germany","Data Analytic Center (DANA), Fraunhofer Institute FOKUS, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"AG Corporate Semantic Web, Freie Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I75951250"]},{"raw_affiliation_string":"Data Analytic Center (DANA), Fraunhofer Institute FOKUS, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025295947","display_name":"Evgeny Kharlamov","orcid":"https://orcid.org/0000-0003-3247-4166"},"institutions":[{"id":"https://openalex.org/I889804353","display_name":"Robert Bosch (Germany)","ror":"https://ror.org/01fe0jt45","country_code":"DE","type":"company","lineage":["https://openalex.org/I889804353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Evgeny Kharlamov","raw_affiliation_strings":["Corporate Research, Robert Bosch GmbH, Renningen, Germany"],"affiliations":[{"raw_affiliation_string":"Corporate Research, Robert Bosch GmbH, Renningen, Germany","institution_ids":["https://openalex.org/I889804353"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030476701"],"corresponding_institution_ids":["https://openalex.org/I75951250","https://openalex.org/I889804353"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42020101,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9939000010490417,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9939000010490417,"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":0.9718999862670898,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9624999761581421,"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/relation","display_name":"Relation (database)","score":0.6748570799827576},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.6583040356636047},{"id":"https://openalex.org/keywords/relationship-extraction","display_name":"Relationship extraction","score":0.6006944179534912},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4839940071105957},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4443742632865906},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.42954736948013306},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3316706418991089},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2313341200351715},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.12936511635780334},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.10257530212402344},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.07573488354682922},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.0733879804611206}],"concepts":[{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.6748570799827576},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6583040356636047},{"id":"https://openalex.org/C153604712","wikidata":"https://www.wikidata.org/wiki/Q7310755","display_name":"Relationship extraction","level":3,"score":0.6006944179534912},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4839940071105957},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4443742632865906},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.42954736948013306},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3316706418991089},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2313341200351715},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.12936511635780334},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.10257530212402344},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07573488354682922},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0733879804611206}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ssw250006","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ssw250006","pdf_url":null,"source":{"id":"https://openalex.org/S4210172742","display_name":"Studies on the semantic web","issn_l":"2215-0870","issn":["2215-0870"],"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":"ebook platform"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies on the Semantic Web","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/ssw250006","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ssw250006","pdf_url":null,"source":{"id":"https://openalex.org/S4210172742","display_name":"Studies on the semantic web","issn_l":"2215-0870","issn":["2215-0870"],"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":"ebook platform"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies on the Semantic Web","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2976808399","https://openalex.org/W2609844752","https://openalex.org/W4392969631","https://openalex.org/W4285246823","https://openalex.org/W4226278302","https://openalex.org/W4221160509","https://openalex.org/W2547211086","https://openalex.org/W2538200646","https://openalex.org/W1968988659","https://openalex.org/W2888033806"],"abstract_inverted_index":{"Purpose:":[0],"The":[1,81,101,177],"purpose":[2],"of":[3,44,66,106,123,160,209],"this":[4,113,124,152,210],"paper":[5,60,102,153,202],"is":[6,145,164],"to":[7,70,195],"explore":[8,49],"whether":[9],"ontologies":[10,51,142],"can":[11,52],"improve":[12,53],"LLM-based":[13,54,166],"document-level":[14],"relation":[15],"extraction":[16],"(docRE)":[17],"for":[18,35,56,120,157,168,173,189,206],"knowledge":[19,74],"graph":[20],"(KG)":[21],"construction.":[22],"In":[23,112],"particular,":[24],"the":[25,40,59,115,158,171,190,204],"authors":[26,82,116,178],"are":[27],"interested":[28],"in":[29,32,150],"harnessing":[30],"semantics":[31],"LLM-supported":[33],"docRE":[34,55,169,191,197],"KG":[36,57],"construction":[37],"and":[38,75,93,135,181],"retrieving":[39],"docRE-relevant":[41],"ontology":[42,133,138,188],"segment":[43],"an":[45,67,95,109,165],"ontology.":[46],"Methodology:":[47],"To":[48],"how":[50],"construction,":[58],"provides":[61],"GrOWL-RAG,":[62],"a":[63,146,186],"framework":[64],"consisting":[65],"Ontology":[68],"RAG":[69,144],"provide":[71],"structured":[72],"domain":[73],"reasoning":[76],"capabilities":[77],"as":[78,127],"prompt":[79],"context.":[80],"evaluate":[83],"GrOWL-RAG":[84,107,131,163],"on":[85,156],"Re-DocRED":[86,194],"benchmark":[87],"data":[88],"with":[89,98,132,185],"promising":[90],"precision":[91],"results":[92],"conduct":[94],"ablation":[96,110],"study":[97],"LLMs.":[99],"Findings:":[100],"shows":[103],"value":[104],"add":[105],"under":[108],"study.":[111],"paper,":[114],"identify":[117],"multiple":[118],"fields":[119],"further":[121,207],"development":[122],"approach,":[125],"such":[126],"improving":[128],"performance,":[129],"extending":[130],"embeddings,":[134],"exploring":[136],"different":[137],"types.":[139],"Value:":[140],"Integrating":[141],"into":[143],"relatively":[147],"unexplored":[148],"field":[149],"which":[151],"shines":[154],"light":[155],"task":[159],"docRE.":[161],"Further,":[162],"approach":[167],"without":[170],"need":[172],"training":[174],"or":[175],"finetuning.":[176],"publish":[179],"code":[180],"input":[182],"files":[183],"along":[184],"new":[187],"test":[192],"set":[193],"support":[196],"research":[198],"utilizing":[199],"ontologies.":[200],"This":[201],"sets":[203],"stage":[205],"discussions":[208],"topic.":[211]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}