{"id":"https://openalex.org/W4415686246","doi":"https://doi.org/10.1007/978-3-032-09527-5_13","title":"A Domain-Independent Approach for\u00a0Semantic Table Interpretation","display_name":"A Domain-Independent Approach for\u00a0Semantic Table Interpretation","publication_year":2025,"publication_date":"2025-10-29","ids":{"openalex":"https://openalex.org/W4415686246","doi":"https://doi.org/10.1007/978-3-032-09527-5_13"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-09527-5_13","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-09527-5_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-032-09527-5_13","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034928563","display_name":"B\u00ecnh D\u01b0\u01a1ng V\u0169","orcid":"https://orcid.org/0000-0002-1055-3181"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Binh Vu","raw_affiliation_strings":["Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089542402","display_name":"Craig A. Knoblock","orcid":"https://orcid.org/0000-0002-6371-4807"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Craig A. Knoblock","raw_affiliation_strings":["Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003205350","display_name":"Fandel Lin","orcid":"https://orcid.org/0000-0001-7024-2476"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fandel Lin","raw_affiliation_strings":["Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, 90292, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034928563"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.68679398,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"235","last_page":"252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.00800000037997961,"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":0.003700000001117587,"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/table","display_name":"Table (database)","score":0.6388000249862671},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4925999939441681},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.4925999939441681},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.44609999656677246},{"id":"https://openalex.org/keywords/semantic-interpretation","display_name":"Semantic interpretation","score":0.43130001425743103},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.40369999408721924},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3978999853134155},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.3822000026702881},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.3732999861240387}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9027000069618225},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.6388000249862671},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.4925999939441681},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4925999939441681},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.46380001306533813},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4537999927997589},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.44609999656677246},{"id":"https://openalex.org/C193125573","wikidata":"https://www.wikidata.org/wiki/Q7449065","display_name":"Semantic interpretation","level":2,"score":0.43130001425743103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41830000281333923},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.40369999408721924},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3978999853134155},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.3822000026702881},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.3732999861240387},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.35199999809265137},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3452000021934509},{"id":"https://openalex.org/C2780551164","wikidata":"https://www.wikidata.org/wiki/Q2306599","display_name":"Column (typography)","level":3,"score":0.33070001006126404},{"id":"https://openalex.org/C69075417","wikidata":"https://www.wikidata.org/wiki/Q515701","display_name":"Linked data","level":3,"score":0.32850000262260437},{"id":"https://openalex.org/C90312973","wikidata":"https://www.wikidata.org/wiki/Q7449052","display_name":"Semantic data model","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C96711827","wikidata":"https://www.wikidata.org/wiki/Q17012245","display_name":"Entity linking","level":3,"score":0.299699991941452},{"id":"https://openalex.org/C138958017","wikidata":"https://www.wikidata.org/wiki/Q190087","display_name":"Data type","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.2678999900817871},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-09527-5_13","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-09527-5_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-032-09527-5_13","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-09527-5_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W92812941","https://openalex.org/W1556287016","https://openalex.org/W2020022499","https://openalex.org/W2042492403","https://openalex.org/W2096733369","https://openalex.org/W2111869785","https://openalex.org/W2169624745","https://openalex.org/W2233823309","https://openalex.org/W2521543926","https://openalex.org/W2522154031","https://openalex.org/W2762307198","https://openalex.org/W2898796029","https://openalex.org/W2913854033","https://openalex.org/W2951621897","https://openalex.org/W3145728363","https://openalex.org/W3187495970","https://openalex.org/W3203465137","https://openalex.org/W4205922070","https://openalex.org/W4309563570","https://openalex.org/W4402670856","https://openalex.org/W4404724828"],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"the":[1,15,48,52,93,107],"semantic":[2,94],"structure":[3],"of":[4,35],"tabular":[5,23],"data":[6,10,45,50,54],"is":[7,17],"essential":[8],"for":[9],"integration":[11],"and":[12,27,33,55,62,100,110],"discovery.":[13],"Specifically,":[14],"goal":[16],"to":[18,59,88],"annotate":[19],"columns":[20],"in":[21,70],"a":[22,36,56,71,84,90,97],"source":[24],"with":[25,74],"types":[26,61],"relationships":[28],"between":[29,51,96],"them":[30],"using":[31,106],"classes":[32],"predicates":[34],"target":[37],"ontology.":[38],"Previous":[39],"work":[40],"either":[41],"requires":[42],"trained":[43],"labeled":[44,76],"or":[46,104],"exploits":[47],"overlapping":[49],"table":[53,98,108],"knowledge":[57],"graph":[58],"predict":[60],"relationships.":[63],"However,":[64],"these":[65],"approaches":[66],"cannot":[67],"be":[68],"used":[69],"new":[72],"domain":[73],"limited":[75],"data.":[77,111],"To":[78],"address":[79],"this":[80],"issue,":[81],"we":[82],"propose":[83],"novel":[85],"domain-independent":[86],"approach":[87,118],"estimate":[89],"score":[91],"reflecting":[92],"relatedness":[95],"column":[99],"an":[101],"ontology":[102],"class":[103],"property":[105],"metadata":[109],"Our":[112],"empirical":[113],"evaluation":[114],"demonstrates":[115],"that":[116],"our":[117],"significantly":[119],"outperforms":[120],"strong":[121],"baselines":[122],"based":[123],"on":[124],"large":[125],"language":[126],"models.":[127]},"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-30T00:00:00"}
