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Papers Benchmarks Datasets Tasks

Column Type Annotation research benchmarks · SOTA2 Research

Column Type Annotation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PublicBI to GitTables

70.3SW F1

32

Feb 26, 2026

Semtab low-resource 2019

62.4SW F1

26

Feb 26, 2026

Limaye Cross-Domain

ZTab-pri (Llama3.1-70B,Qwen2.5-7B)

92.4F1 Score

14

Mar 13, 2026

Efthymiou Cross-Domain

ZTab-pri (Llama3.1-70B,Qwen2.5-7B)

88.9F1 Score

14

Mar 13, 2026

T2D Cross-Domain

HNN (Deep learning)

96.6F1 Score

14

Mar 13, 2026

Semtab 2019 (test)

84.6SW F1

11

Feb 26, 2026

92.5SW F1

11

Feb 26, 2026

SOTABsch-s Cross-Ontology

ZTab-pri (Llama3.1-70B,Qwen2.5-7B)

73.1F1 Score

10

Mar 13, 2026

SOTABsch Cross-Ontology

ZTab-pri (Llama3.1-70B,Qwen2.5-7B)

74.2F1 Score

10

Mar 13, 2026

SOTABdbp Cross-Ontology

ZTab-pri (Llama3.1-70B,Qwen2.5-7B)

76.2F1 Score

10

Mar 13, 2026

PublicBI to VizNet transfer 864 col 5.9% (low4)

0.814SW F1

10

Feb 26, 2026

PublicBI to VizNet transfer 4.2% (614 col) (low3)

77.6SW F1

10

Feb 26, 2026

PublicBI to VizNet transfer 2.5% (364 col) (low2)

70.5SW F1 Score

10

Feb 26, 2026

PublicBI to VizNet transfer 1.6% (239 col) (low1)

62.1SW F1

10

Feb 26, 2026

VizNet to Semtab 2019 (100% (5450 col))

0.82SW F1

10

Feb 26, 2026

VizNet to Semtab2019 50% (2725 col)

79.9SW F1

10

Feb 26, 2026

VizNet to Semtab 25% (1363 col) 2019

75.7SW F1

10

Feb 26, 2026

PublicBI to VizNet 100% (14980 col)

92.9SW F1

10

Feb 26, 2026

PublicBI to VizNet (50% (7490 col))

90.4SW F1

10

Feb 26, 2026

PublicBI to VizNet 25% (3745 col)

87.6SW F1 Score

10

Feb 26, 2026

63.3Micro-F1

9

Feb 26, 2026

72Micro F1

9

Feb 26, 2026

32.8Micro-F1

9

Feb 26, 2026

35.8Micro-F1

9

Feb 26, 2026

83Micro-F1

9

Feb 26, 2026

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