{"id":"https://openalex.org/W4415602038","doi":"https://doi.org/10.1016/j.neucom.2025.131562","title":"A review of representation and application scenarios of multi-modal knowledge graphs in the context of large language models","display_name":"A review of representation and application scenarios of multi-modal knowledge graphs in the context of large language models","publication_year":2025,"publication_date":"2025-10-28","ids":{"openalex":"https://openalex.org/W4415602038","doi":"https://doi.org/10.1016/j.neucom.2025.131562"},"language":"en","primary_location":{"id":"doi:10.1016/j.neucom.2025.131562","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2025.131562","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101048860","display_name":"Wanyi Zhao","orcid":"https://orcid.org/0009-0004-5717-1537"},"institutions":[{"id":"https://openalex.org/I20616075","display_name":"Qinghai Normal University","ror":"https://ror.org/03az1t892","country_code":"CN","type":"education","lineage":["https://openalex.org/I20616075"]},{"id":"https://openalex.org/I4210121080","display_name":"Qinghai Tibetan Hospital","ror":"https://ror.org/03mmka096","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121080"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanyi Zhao","raw_affiliation_strings":["Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China"],"raw_orcid":"https://orcid.org/0009-0004-5717-1537","affiliations":[{"raw_affiliation_string":"Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I20616075"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I4210121080"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China","institution_ids":["https://openalex.org/I4210121080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020749269","display_name":"Shengling Geng","orcid":"https://orcid.org/0000-0002-9897-3147"},"institutions":[{"id":"https://openalex.org/I20616075","display_name":"Qinghai Normal University","ror":"https://ror.org/03az1t892","country_code":"CN","type":"education","lineage":["https://openalex.org/I20616075"]},{"id":"https://openalex.org/I4210121080","display_name":"Qinghai Tibetan Hospital","ror":"https://ror.org/03mmka096","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121080"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengling Geng","raw_affiliation_strings":["Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I20616075"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I4210121080"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China","institution_ids":["https://openalex.org/I4210121080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018020501","display_name":"Zeyu Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I20616075","display_name":"Qinghai Normal University","ror":"https://ror.org/03az1t892","country_code":"CN","type":"education","lineage":["https://openalex.org/I20616075"]},{"id":"https://openalex.org/I4210121080","display_name":"Qinghai Tibetan Hospital","ror":"https://ror.org/03mmka096","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121080"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Jia","raw_affiliation_strings":["Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qinghai Normal University, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I20616075"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligence, No. 38, West May Fourth Road, Xining, 810008, Qinghai, China","institution_ids":["https://openalex.org/I4210121080"]},{"raw_affiliation_string":"The State Key Laboratory of Tibetan Intelligent Information Processing and Application, Chengbei District, Xining, 810008, China","institution_ids":["https://openalex.org/I4210121080"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020749269"],"corresponding_institution_ids":["https://openalex.org/I20616075","https://openalex.org/I4210121080"],"apc_list":{"value":2470,"currency":"USD","value_usd":2470},"apc_paid":null,"fwci":4.3465,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94859496,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"663","issue":null,"first_page":"131562","last_page":"131562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.6549000144004822,"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":0.6549000144004822,"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":0.06469999998807907,"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/T12031","display_name":"Speech and dialogue systems","score":0.05469999834895134,"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/context","display_name":"Context (archaeology)","score":0.5648000240325928},{"id":"https://openalex.org/keywords/commercialization","display_name":"Commercialization","score":0.5264000296592712},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.5159000158309937},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.510200023651123},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4668999910354614},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.43639999628067017},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.33709999918937683},{"id":"https://openalex.org/keywords/cognitive-architecture","display_name":"Cognitive architecture","score":0.33469998836517334}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7793999910354614},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5648000240325928},{"id":"https://openalex.org/C2780625559","wikidata":"https://www.wikidata.org/wiki/Q5152592","display_name":"Commercialization","level":2,"score":0.5264000296592712},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.5159000158309937},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.510200023651123},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.499099999666214},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.49059998989105225},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4668999910354614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44839999079704285},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.43639999628067017},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C20854674","wikidata":"https://www.wikidata.org/wiki/Q4386060","display_name":"Cognitive architecture","level":3,"score":0.33469998836517334},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3237000107765198},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.30660000443458557},{"id":"https://openalex.org/C2775966667","wikidata":"https://www.wikidata.org/wiki/Q6423384","display_name":"Knowledge modeling","level":3,"score":0.3009999990463257},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C84685590","wikidata":"https://www.wikidata.org/wiki/Q1540472","display_name":"Knowledge engineering","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.27570000290870667},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C167740415","wikidata":"https://www.wikidata.org/wiki/Q2876213","display_name":"Aerospace","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C56289545","wikidata":"https://www.wikidata.org/wiki/Q6423376","display_name":"Knowledge integration","level":3,"score":0.27239999175071716},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.2653000056743622},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.25609999895095825},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.neucom.2025.131562","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2025.131562","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327066","display_name":"Qinghai Normal University","ror":"https://ror.org/03az1t892"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1990890881","https://openalex.org/W2057214050","https://openalex.org/W2081580037","https://openalex.org/W2117539524","https://openalex.org/W2196674927","https://openalex.org/W2234575251","https://openalex.org/W2277195237","https://openalex.org/W2587809655","https://openalex.org/W2759136286","https://openalex.org/W2994199588","https://openalex.org/W2998898046","https://openalex.org/W3092965216","https://openalex.org/W3133319183","https://openalex.org/W3143911195","https://openalex.org/W3189802099","https://openalex.org/W3212935296","https://openalex.org/W4211084664","https://openalex.org/W4226253567","https://openalex.org/W4229026125","https://openalex.org/W4285274591","https://openalex.org/W4312044727","https://openalex.org/W4312377805","https://openalex.org/W4318983406","https://openalex.org/W4375851152","https://openalex.org/W4385885002","https://openalex.org/W4388923785","https://openalex.org/W4391174974","https://openalex.org/W4392133405","https://openalex.org/W4396982395","https://openalex.org/W4399143379","https://openalex.org/W4400488005","https://openalex.org/W4401207414","https://openalex.org/W4401246585","https://openalex.org/W4401722919","https://openalex.org/W4403987189","https://openalex.org/W4404498681","https://openalex.org/W4405529483","https://openalex.org/W4405596328","https://openalex.org/W4405613039","https://openalex.org/W4405840792","https://openalex.org/W4406107588","https://openalex.org/W4408475792"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-28T00:00:00"}
