{"id":"https://openalex.org/W4280615466","doi":"https://doi.org/10.1109/tnnls.2022.3173179","title":"Self-Supervised Enhancement for Named Entity Disambiguation via Multimodal Graph Convolution","display_name":"Self-Supervised Enhancement for Named Entity Disambiguation via Multimodal Graph Convolution","publication_year":2022,"publication_date":"2022-05-13","ids":{"openalex":"https://openalex.org/W4280615466","doi":"https://doi.org/10.1109/tnnls.2022.3173179","pmid":"https://pubmed.ncbi.nlm.nih.gov/35560079"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3173179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3173179","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101569327","display_name":"Pengfei Zhou","orcid":"https://orcid.org/0000-0001-6395-8708"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengfei Zhou","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Zhejiang, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6395-8708","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Zhejiang, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090152810","display_name":"Kaining Ying","orcid":"https://orcid.org/0000-0003-2596-1847"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaining Ying","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2596-1847","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhenhua Wang","orcid":"https://orcid.org/0000-0001-5473-1499"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenhua Wang","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5473-1499","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047488004","display_name":"Dongyan Guo","orcid":"https://orcid.org/0000-0002-9811-4828"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongyan Guo","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9811-4828","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013768600","display_name":"Cong Bai","orcid":"https://orcid.org/0000-0002-6177-3862"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Bai","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6177-3862","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101569327"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176","https://openalex.org/I4210165038","https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":1.2485,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.82695417,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"35","issue":"1","first_page":"231","last_page":"245"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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":0.9998999834060669,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9994999766349792,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9976999759674072,"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/computer-science","display_name":"Computer science","score":0.8449139595031738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5837222933769226},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5301236510276794},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5290395617485046},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4615132808685303},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46134573221206665},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4342813491821289},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4229714870452881},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.41539761424064636},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3643330931663513},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13451680541038513},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.08569532632827759}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8449139595031738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5837222933769226},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5301236510276794},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5290395617485046},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4615132808685303},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46134573221206665},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4342813491821289},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4229714870452881},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.41539761424064636},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3643330931663513},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13451680541038513},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.08569532632827759},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2022.3173179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3173179","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:35560079","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35560079","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6600000262260437}],"awards":[{"id":"https://openalex.org/G2779543118","display_name":null,"funder_award_id":"LY22F030015","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5808689815","display_name":null,"funder_award_id":"LY21F020024","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G7555114670","display_name":null,"funder_award_id":"U20A20196","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8847732984","display_name":null,"funder_award_id":"LR21F020002","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W822806878","https://openalex.org/W1501856433","https://openalex.org/W1964189668","https://openalex.org/W1988157164","https://openalex.org/W1994188525","https://openalex.org/W2100235303","https://openalex.org/W2100341149","https://openalex.org/W2106277773","https://openalex.org/W2116341502","https://openalex.org/W2136189984","https://openalex.org/W2138621090","https://openalex.org/W2154851992","https://openalex.org/W2171590421","https://openalex.org/W2321533354","https://openalex.org/W2326925005","https://openalex.org/W2436001372","https://openalex.org/W2487442924","https://openalex.org/W2558661413","https://openalex.org/W2605369679","https://openalex.org/W2612773933","https://openalex.org/W2613223139","https://openalex.org/W2620787630","https://openalex.org/W2798832674","https://openalex.org/W2799087757","https://openalex.org/W2804784869","https://openalex.org/W2888236192","https://openalex.org/W2903721568","https://openalex.org/W2948242301","https://openalex.org/W2949964925","https://openalex.org/W2955147859","https://openalex.org/W2962788148","https://openalex.org/W2962824366","https://openalex.org/W2962960500","https://openalex.org/W2963184844","https://openalex.org/W2963420272","https://openalex.org/W2963691861","https://openalex.org/W2963870853","https://openalex.org/W2984147501","https://openalex.org/W3003265726","https://openalex.org/W3009561768","https://openalex.org/W3016001968","https://openalex.org/W3023371261","https://openalex.org/W3027416635","https://openalex.org/W3035524453","https://openalex.org/W3035725276","https://openalex.org/W3048920610","https://openalex.org/W3093789214","https://openalex.org/W3094286186","https://openalex.org/W3095319910","https://openalex.org/W3100754494","https://openalex.org/W3104097132","https://openalex.org/W3105093672","https://openalex.org/W3109466111","https://openalex.org/W3162363705","https://openalex.org/W3171007011","https://openalex.org/W3178782406","https://openalex.org/W3195588784","https://openalex.org/W3199132172","https://openalex.org/W3204659849","https://openalex.org/W3214127792","https://openalex.org/W6606412491","https://openalex.org/W6623178873","https://openalex.org/W6631190155","https://openalex.org/W6636510571","https://openalex.org/W6682948231","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6739901393","https://openalex.org/W6745537798","https://openalex.org/W6752658628","https://openalex.org/W6754048563","https://openalex.org/W6754278344","https://openalex.org/W6755207826","https://openalex.org/W6774314701","https://openalex.org/W6774670964","https://openalex.org/W6779326418","https://openalex.org/W6779977557","https://openalex.org/W6787777556","https://openalex.org/W6796149595","https://openalex.org/W6800729831","https://openalex.org/W6802408074"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W2011264131","https://openalex.org/W4306353150","https://openalex.org/W2026860389","https://openalex.org/W8219677","https://openalex.org/W3216879894","https://openalex.org/W2890132085","https://openalex.org/W2168054807","https://openalex.org/W2058990474","https://openalex.org/W3207883763"],"abstract_inverted_index":{"Named":[0],"entity":[1,10,90],"disambiguation":[2,91],"(NED)":[3],"finds":[4],"the":[5,24,28,33,46,113,141,156],"specific":[6],"meaning":[7],"of":[8,26,30,49,59,115,135,144,158],"an":[9],"mention":[11],"in":[12,107],"a":[13,20,64,96,123],"particular":[14],"context":[15],"and":[16,45,84,95,132,151,163],"links":[17],"it":[18,52],"to":[19,54,62,70,81,111],"target":[21],"entity.":[22],"With":[23],"emergence":[25],"multimedia,":[27],"modalities":[29],"content":[31],"on":[32,122,146],"Internet":[34],"have":[35],"become":[36],"more":[37],"diverse,":[38],"which":[39,76,127],"poses":[40],"difficulties":[41],"for":[42,88,92],"traditional":[43],"NED,":[44],"vast":[47],"amounts":[48,134],"information":[50,87],"make":[51],"impossible":[53],"manually":[55],"label":[56],"every":[57],"kind":[58],"ambiguous":[60],"data":[61,110,131],"train":[63],"practical":[65],"NED":[66,116,159],"model.":[67],"In":[68],"response":[69],"this":[71],"situation,":[72],"we":[73],"present":[74],"MMGraph,":[75],"uses":[77],"multimodal":[78,108,129],"graph":[79],"convolution":[80],"aggregate":[82],"visual":[83],"contextual":[85],"language":[86],"accurate":[89],"short":[93],"texts,":[94],"self-supervised":[97],"simple":[98],"triplet":[99],"network":[100],"(SimTri)":[101],"that":[102],"can":[103],"learn":[104],"useful":[105],"representations":[106],"unlabeled":[109,136],"enhance":[112],"effectiveness":[114],"models.":[117],"We":[118],"evaluated":[119],"these":[120],"approaches":[121],"new":[124],"dataset,":[125],"MMFi,":[126],"contains":[128],"supervised":[130],"large":[133],"data.":[137],"Our":[138],"experiments":[139],"confirm":[140],"state-of-the-art":[142],"performance":[143,157],"MMGraph":[145],"two":[147],"widely":[148],"used":[149],"benchmarks":[150],"MMFi.":[152],"SimTri":[153],"further":[154],"improves":[155],"methods.":[160],"The":[161],"dataset":[162],"code":[164],"are":[165],"available":[166],"at":[167],"https://github.com/LanceZPF/NNED_MMGraph.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-24T08:33:08.758527","created_date":"2025-10-10T00:00:00"}