{"id":"https://openalex.org/W4403795280","doi":"https://doi.org/10.48550/arxiv.2409.13731","title":"KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation","display_name":"KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation","publication_year":2024,"publication_date":"2024-09-10","ids":{"openalex":"https://openalex.org/W4403795280","doi":"https://doi.org/10.48550/arxiv.2409.13731"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2409.13731","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2409.13731","pdf_url":"https://arxiv.org/pdf/2409.13731","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2409.13731","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101879215","display_name":"Lei Liang","orcid":"https://orcid.org/0000-0002-2172-4206","observed_orcids":["https://orcid.org/0000-0002-2172-4206"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang, Lei","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100880862","display_name":"Mengshu Sun","orcid":"https://orcid.org/0000-0003-2639-9462","observed_orcids":["https://orcid.org/0000-0003-2639-9462"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sun, Mengshu","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gui, Zhengke","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gui, Zhengke","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101290247","display_name":"Zhongshu Zhu","orcid":"https://orcid.org/0009-0001-7442-5250","observed_orcids":["https://orcid.org/0009-0001-7442-5250"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu, Zhongshu","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083146313","display_name":"Zhouyu Jiang","orcid":"https://orcid.org/0009-0005-4838-5039","observed_orcids":["https://orcid.org/0009-0005-4838-5039"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang, Zhouyu","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100933355","display_name":"Ling Zhong","orcid":"https://orcid.org/0009-0005-2191-2521","observed_orcids":["https://orcid.org/0009-0005-2191-2521"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong, Ling","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qu, Yuan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qu, Yuan","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhao, Peilong","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao, Peilong","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104250990","display_name":"Zhongpu Bo","orcid":"https://orcid.org/0009-0009-4863-337X","observed_orcids":["https://orcid.org/0009-0009-4863-337X"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo, Zhongpu","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113194563","display_name":"Jin Young Yang","orcid":"https://orcid.org/0000-0002-3371-9551","observed_orcids":["https://orcid.org/0000-0002-3371-9551"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang, Jin","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiong, Huaidong","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong, Huaidong","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuan, Lin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan, Lin","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031251412","display_name":"Jun Ku Xu","orcid":"https://orcid.org/0009-0004-6181-0266","observed_orcids":["https://orcid.org/0009-0004-6181-0266"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu, Jun","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang, Zaoyang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang, Zaoyang","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004432724","display_name":"Zhiqiang Zhang","orcid":"https://orcid.org/0000-0001-8950-4923","observed_orcids":["https://orcid.org/0000-0001-8950-4923"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang, Zhiqiang","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115596895","display_name":"Wen Zhang","orcid":"https://orcid.org/0009-0008-1519-4692","observed_orcids":["https://orcid.org/0009-0008-1519-4692","https://orcid.org/0009-0008-0699-6597","https://orcid.org/0000-0001-6631-6209"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Wen","raw_affiliation_strings":["Zhejiang University Github"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University Github","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115589223","display_name":"Huajun Chen","orcid":"https://orcid.org/0000-0002-0998-3387","observed_orcids":["https://orcid.org/0000-0002-0998-3387"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Huajun","raw_affiliation_strings":["Zhejiang University Github"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University Github","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103141832","display_name":"Wenguang Chen","orcid":"https://orcid.org/0000-0002-4281-1018","observed_orcids":["https://orcid.org/0000-0002-4281-1018"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen, Wenguang","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101628580","display_name":"Jun Zhou","orcid":"https://orcid.org/0000-0001-8860-7533","observed_orcids":["https://orcid.org/0000-0001-8860-7533"]},"institutions":[{"id":"https://openalex.org/I4405270328","display_name":"Ant Group (China)","ror":"https://ror.org/00g5w7n47","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou, Jun","raw_affiliation_strings":["Ant Group Knowledge Graph Team ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ant Group Knowledge Graph Team ,","institution_ids":["https://openalex.org/I4405270328"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"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/T10028","display_name":"Topic Modeling","score":0.9639000296592712,"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":0.9639000296592712,"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":0.013299999758601189,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.008999999612569809,"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/retrieval-augmented-generation","display_name":"retrieval-augmented generation","score":0.9660000205039978},{"id":"https://openalex.org/keywords/knowledge-graphs","display_name":"knowledge graphs","score":0.8489999771118164},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9470000267028809},{"id":"https://openalex.org/keywords/hybrid-reasoning","display_name":"hybrid reasoning","score":0.5450000166893005},{"id":"https://openalex.org/keywords/knowledge-representation","display_name":"knowledge representation","score":0.47699999809265137},{"id":"https://openalex.org/keywords/vector-retrieval","display_name":"vector retrieval","score":0.5680000185966492},{"id":"https://openalex.org/keywords/knowledge-alignment","display_name":"knowledge alignment","score":0.4880000054836273}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.8376123309135437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.29184144735336304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2452528476715088}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2409.13731","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2409.13731","pdf_url":"https://arxiv.org/pdf/2409.13731","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"doi:10.48550/arxiv.2409.13731","doi":"https://doi.org/10.48550/arxiv.2409.13731","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2409.13731","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2409.13731","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2409.13731","pdf_url":"https://arxiv.org/pdf/2409.13731","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314997","display_name":"Strong","ror":"https://ror.org/041vyzr56"},{"id":"https://openalex.org/F4320322927","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403795280.pdf","grobid_xml":"https://content.openalex.org/works/W4403795280.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4398794878","https://openalex.org/W4406840433","https://openalex.org/W7122769748","https://openalex.org/W4411486132","https://openalex.org/W7203945853","https://openalex.org/W4411119833","https://openalex.org/W7197019888","https://openalex.org/W7118665422","https://openalex.org/W4416035296","https://openalex.org/W4404954244"],"abstract_inverted_index":{"The":[0],"recently":[1],"developed":[2],"retrieval-augmented":[3],"generation":[4,100],"(RAG)":[5],"technology":[6],"has":[7,18],"enabled":[8],"the":[9,21,27,51,78,82,89],"efficient":[10],"construction":[11],"of":[12,29,53,84,88,91,170,180,194],"domain-specific":[13],"applications.":[14],"However,":[15],"it":[16,161],"also":[17],"limitations,":[19],"including":[20,197],"gap":[22],"between":[23,123],"vector":[24,95],"similarity":[25],"and":[26,47,94,97,101,111,126,140,158,174,200],"relevance":[28],"knowledge":[30,37,55,65,92,119,124,135,191],"reasoning,":[31,139],"as":[32,34,40],"well":[33],"insensitivity":[35],"to":[36,76,98,188,209],"logic,":[38],"such":[39],"numerical":[41],"values,":[42],"temporal":[43],"relations,":[44],"expert":[45],"rules,":[46],"others,":[48],"which":[49],"hinder":[50],"effectiveness":[52],"professional":[54,63,190],"services.":[56],"In":[57],"this":[58],"work,":[59],"we":[60],"introduce":[61],"a":[62,167],"domain":[64],"service":[66],"framework":[67],"called":[68],"Knowledge":[69],"Augmented":[70],"Generation":[71],"(KAG).":[72],"KAG":[73,149,187],"is":[74],"designed":[75],"address":[77],"aforementioned":[79],"challenges":[80],"with":[81,137,150],"motivation":[83],"making":[85],"full":[86],"use":[87],"advantages":[90],"graph(KG)":[93],"retrieval,":[96],"improve":[99],"reasoning":[102,132],"performance":[103],"by":[104],"bidirectionally":[105],"enhancing":[106],"large":[107],"language":[108],"models":[109],"(LLMs)":[110],"KGs":[112],"through":[113],"five":[114],"key":[115],"aspects:":[116],"(1)":[117],"LLM-friendly":[118],"representation,":[120],"(2)":[121],"mutual-indexing":[122],"graphs":[125],"original":[127],"chunks,":[128],"(3)":[129],"logical-form-guided":[130],"hybrid":[131],"engine,":[133],"(4)":[134],"alignment":[136],"semantic":[138],"(5)":[141],"model":[142],"capability":[143],"enhancement":[144],"for":[145],"KAG.":[146],"We":[147,183],"compared":[148,208],"existing":[151],"RAG":[152,210],"methods":[153],"in":[154,178,206],"multihop":[155],"question":[156],"answering":[157],"found":[159],"that":[160],"significantly":[162],"outperforms":[163],"state-of-theart":[164],"methods,":[165],"achieving":[166,203],"relative":[168],"improvement":[169,205],"19.6%":[171],"on":[172,176],"2wiki":[173],"33.5%":[175],"hotpotQA":[177],"terms":[179],"F1":[181],"score.":[182],"have":[184],"successfully":[185],"applied":[186],"two":[189],"Q&A":[192,199],"tasks":[193],"Ant":[195],"Group,":[196],"E-Government":[198],"E-Health":[201],"Q&A,":[202],"significant":[204],"professionalism":[207],"methods.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2024-10-27T00:00:00"}
