{"id":"https://openalex.org/W7155550139","doi":"https://doi.org/10.48550/arxiv.2604.21696","title":"Towards Universal Tabular Embeddings: A Benchmark Across Data Tasks","display_name":"Towards Universal Tabular Embeddings: A Benchmark Across Data Tasks","publication_year":2026,"publication_date":"2026-04-23","ids":{"openalex":"https://openalex.org/W7155550139","doi":"https://doi.org/10.48550/arxiv.2604.21696"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.21696","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21696","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.21696","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010101316","display_name":"Liane Vogel","orcid":"https://orcid.org/0000-0001-9768-8873"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vogel, Liane","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085594669","display_name":"Kavitha Srinivas","orcid":"https://orcid.org/0000-0003-4610-967X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Srinivas, Kavitha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134487314","display_name":"Niharika D'Souza","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D'Souza, Niharika","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134502264","display_name":"Sola Shirai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shirai, Sola","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068065546","display_name":"Oktie Hassanzadeh","orcid":"https://orcid.org/0000-0001-5307-9857"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hassanzadeh, Oktie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5035277014","display_name":"Horst Samulowitz","orcid":"https://orcid.org/0000-0002-6780-3217"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Samulowitz, Horst","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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/T11719","display_name":"Data Quality and Management","score":0.8924999833106995,"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":0.8924999833106995,"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":0.01640000008046627,"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":0.01209999993443489,"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/benchmark","display_name":"Benchmark (surveying)","score":0.7544999718666077},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.7483999729156494},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6471999883651733},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6122000217437744},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5965999960899353},{"id":"https://openalex.org/keywords/table","display_name":"Table (database)","score":0.57669997215271},{"id":"https://openalex.org/keywords/external-data-representation","display_name":"External Data Representation","score":0.4092999994754791}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7544999718666077},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.7483999729156494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7278000116348267},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6471999883651733},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6122000217437744},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5965999960899353},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.57669997215271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47119998931884766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44749999046325684},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.4092999994754791},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37779998779296875},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.3776000142097473},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.30410000681877136},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30379998683929443},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.2637999951839447},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.21696","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21696","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.21696","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.21696","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"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":{"Tabular":[0,65],"foundation":[1],"models":[2],"aim":[3],"to":[4,100],"learn":[5],"universal":[6],"representations":[7],"of":[8,32,90],"tabular":[9,75,91,116,129],"data":[10],"that":[11,53,97],"transfer":[12],"across":[13,77],"tasks":[14],"and":[15,25,84,106,121],"domains,":[16],"enabling":[17],"applications":[18,120],"such":[19,33],"as":[20,44],"table":[21],"retrieval,":[22],"semantic":[23],"search":[24],"table-based":[26],"prediction.":[27],"Despite":[28],"the":[29,64,104,123],"growing":[30],"number":[31],"models,":[34,94],"it":[35],"remains":[36],"unclear":[37],"which":[38,98],"approach":[39],"works":[40],"best":[41],"in":[42,118],"practice,":[43],"existing":[45],"methods":[46],"are":[47],"often":[48],"evaluated":[49],"under":[50],"task-specific":[51],"settings":[52],"make":[54],"direct":[55],"comparison":[56],"difficult.":[57],"To":[58],"address":[59],"this,":[60],"we":[61,95],"introduce":[62],"TEmBed,":[63],"Embedding":[66],"Test":[67],"Bed,":[68],"a":[69,87],"comprehensive":[70],"benchmark":[71],"for":[72,114,125],"systematically":[73],"evaluating":[74],"embeddings":[76,117],"four":[78],"representation":[79,92,107,130],"levels:":[80],"cell,":[81],"row,":[82],"column,":[83],"table.":[85],"Evaluating":[86],"diverse":[88],"set":[89],"learning":[93],"show":[96],"model":[99],"use":[101],"depends":[102],"on":[103],"task":[105],"level.":[108],"Our":[109],"results":[110],"offer":[111],"practical":[112],"guidance":[113],"selecting":[115],"real-world":[119],"lay":[122],"groundwork":[124],"developing":[126],"more":[127],"general-purpose":[128],"models.":[131]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-25T00:00:00"}
