{"id":"https://openalex.org/W4415427455","doi":"https://doi.org/10.3233/faia251445","title":"Agentic RAG with Knowledge Graphs for Complex Multi-Hop Reasoning in Real-World Applications","display_name":"Agentic RAG with Knowledge Graphs for Complex Multi-Hop Reasoning in Real-World Applications","publication_year":2025,"publication_date":"2025-10-21","ids":{"openalex":"https://openalex.org/W4415427455","doi":"https://doi.org/10.3233/faia251445"},"language":null,"primary_location":{"id":"doi:10.3233/faia251445","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251445","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","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/faia251445","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119701341","display_name":"Jean Lelong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144336","display_name":"Agrimetrics (United Kingdom)","ror":"https://ror.org/0453gw346","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210144336"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jean Lelong","raw_affiliation_strings":["Ekimetrics, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ekimetrics, France","institution_ids":["https://openalex.org/I4210144336"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119701342","display_name":"Adnane Errazine","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144336","display_name":"Agrimetrics (United Kingdom)","ror":"https://ror.org/0453gw346","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210144336"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Adnane Errazine","raw_affiliation_strings":["Ekimetrics, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ekimetrics, France","institution_ids":["https://openalex.org/I4210144336"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016976205","display_name":"Annabelle Blangero","orcid":"https://orcid.org/0000-0002-5799-5665"},"institutions":[{"id":"https://openalex.org/I4210144336","display_name":"Agrimetrics (United Kingdom)","ror":"https://ror.org/0453gw346","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210144336"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Annabelle Blangero","raw_affiliation_strings":["Ekimetrics, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ekimetrics, France","institution_ids":["https://openalex.org/I4210144336"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.363,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93462589,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.8468999862670898,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.8468999862670898,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.8361999988555908,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.7853999733924866,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/knowledge-graph","display_name":"Knowledge graph","score":0.5940999984741211},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4683000147342682},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3953000009059906},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.3352000117301941},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.2946999967098236},{"id":"https://openalex.org/keywords/body-of-knowledge","display_name":"Body of knowledge","score":0.2824000120162964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7156000137329102},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5940999984741211},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49219998717308044},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4683000147342682},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3953000009059906},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3743000030517578},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35569998621940613},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32679998874664307},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3034000098705292},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C186528591","wikidata":"https://www.wikidata.org/wiki/Q619544","display_name":"Body of knowledge","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.26010000705718994},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C195732255","wikidata":"https://www.wikidata.org/wiki/Q981008","display_name":"Sociology of scientific knowledge","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia251445","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251445","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia251445","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251445","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"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":{"Conventional":[0],"Retrieval-Augmented":[1],"Generation":[2],"(RAG)":[3],"systems":[4],"enhance":[5],"Large":[6],"Language":[7],"Models":[8],"(LLMs)":[9],"but":[10],"often":[11],"fall":[12],"short":[13],"on":[14],"complex":[15],"queries,":[16,98],"delivering":[17],"limited,":[18],"extractive":[19],"answers":[20],"and":[21,61,111],"struggling":[22],"with":[23,68],"multiple":[24],"targeted":[25,97],"retrievals":[26],"or":[27],"navigating":[28],"intricate":[29],"entity":[30],"relationships.":[31],"This":[32,90],"is":[33],"a":[34,69,75,80,119],"critical":[35],"gap":[36],"in":[37,126],"knowledge-intensive":[38],"domains.":[39],"We":[40],"introduce":[41],"INRAExplorer,":[42],"an":[43,65,106],"agentic":[44],"RAG":[45],"system":[46],"for":[47,58],"exploring":[48],"the":[49],"scientific":[50],"data":[51],"of":[52,122],"INRAE":[53,88],"(France\u2019s":[54],"National":[55],"Research":[56],"Institute":[57],"Agriculture,":[59],"Food":[60],"Environment).":[62],"INRAExplorer":[63,93,116],"employs":[64],"LLM-based":[66],"agent":[67],"multi-tool":[70],"architecture":[71],"to":[72,94],"dynamically":[73],"engage":[74],"rich":[76],"knowledge":[77,82,124],"base,":[78],"through":[79],"comprehensive":[81,114],"graph":[83],"derived":[84],"from":[85],"open":[86],"access":[87],"publications.":[89],"design":[91],"empowers":[92],"conduct":[95],"iterative,":[96],"retrieve":[99],"exhaustive":[100],"datasets":[101],"(e.g.,":[102],"all":[103],"publications":[104],"by":[105],"author),":[107],"perform":[108],"multi-hop":[109],"reasoning,":[110],"deliver":[112],"structured,":[113],"answers.":[115],"serves":[117],"as":[118],"concrete":[120],"illustration":[121],"enhancing":[123],"interaction":[125],"specialized":[127],"fields.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-24T00:00:00"}
