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ResearchFormerly WizWand

TabFact

Benchmarks

TaskDatasetSOTA resultTrendResults

Table Fact Verification

TabFact (test)

93.73Accuracy

146

Table Fact Verification

TabFact

0.953Accuracy

110

Table-based Fact Verification

TabFact

96.7Accuracy

107

Fact Verification

TabFact

92.1Accuracy

86

Table Fact Verification

TABFACT small (test)

0.921Accuracy

57

Table Fact Verification

TABFACT complex (test)

85.6Accuracy

39

Table Fact Verification

TABFACT simple (test)

96.7Accuracy

39

Table Fact Verification

TabFact (dev)

85.1Accuracy

28

Table-based Fact Verification

TabFact small 1.0 (test)

93Accuracy

26

Multimodal Question Answering

TabFact

52.6F1-Recall

22

Fact Verification

TabFact (held-in)

85.02Accuracy

21

Table Fact Verification

TABFACT (val)

89.2Accuracy

21

Table Reasoning

TabFact

90.47Accuracy

18

Table Fact Verification

TabFact small

85.77Overall Accuracy

18

Binary Classification

TABFACT (test)

81.6Accuracy

18

Binary Classification

TABFACT small (test)

84.6Accuracy

17

Binary Classification

TABFACT complex (test)

75.9Accuracy

17

Binary Classification

TABFACT simple (test)

93.3Accuracy

17

Table Fact Verification

TabFact full

90.09Simple Accuracy

16

Table Fact Verification

TabFact full (test)

90.09Simple Accuracy

16

Table Visual Question Answering

TabFact (test)

0.832Accuracy

15

Table-based Fact Verification

TabFact simple 1.0 (test)

93.6Accuracy

12

Table-based Fact Verification

TabFact 1.0 (test)

65.3Accuracy

12

Table-based Fact Verification

TabFact 1.0 (val)

66.1Accuracy

12

Table Reasoning

TabFact S

88.93Accuracy

10