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Models/TURL

TURL

Reported on 14 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base16 results

Data IntegrationonWikiTables-TURL-CTA
F1 (%)· 2020-06-26
94.75
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonWikipediaGS-CTA
Accuracy (%)· 2020-06-26
74.6
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonWikiTables-TURL-CEA
F1 (%)· 2020-06-26
68
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonWikipediaGS
F1 (%)· 2020-06-26
67
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonWikiTables-TURL-CPA
F1 (%)· 2020-06-26
94.91
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonWikiTables-TURL-CTA
F1 (%)· 2020-06-26
94.75
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonWikipediaGS-CTA
Accuracy (%)· 2020-06-26
74.6
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonWikiTables-TURL-CEA
F1 (%)· 2020-06-26
68
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonWikipediaGS
F1 (%)· 2020-06-26
67
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonWikiTables-TURL-CPA
F1 (%)· 2020-06-26
94.91
SOTA
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonT2Dv2
Accuracy (%)· 2020-06-26
96.2
best: 96.6 (HNN + P2Vec)
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Table annotationonT2Dv2
Accuracy (%)· 2020-06-26
96.2
best: 96.6 (HNN + P2Vec)
TURL: Table Understanding through Representation Learning arXiv:2006.14806
Data IntegrationonWDC SOTAB
Micro F1
78.96
best: 84.82 (DODUO)
Data IntegrationonWDC SOTAB
Micro F1
72.93
best: 84.82 (DODUO)
Table annotationonWDC SOTAB
Micro F1
78.96
best: 84.82 (DODUO)
Table annotationonWDC SOTAB
Micro F1
72.93
best: 84.82 (DODUO)