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ResearchFormerly WizWand

WTQ

Benchmarks

TaskDatasetSOTA resultTrendResults

Table Question Answering

WTQ

91.25Accuracy

109

Table Question Answering

WTQ (test)

64.7Denotation Accuracy

62

Tabular Analysis

WTQ

81.4Accuracy

39

Table Question Answering

WTQ (Evaluation Set)

47Alignment Score

24

Table Question Answering

WTQ (train)

44Alignment Score

24

Question Answering

WTQ (test)

78.38Accuracy

23

Question Answering

WTQ (held-in)

80.34Accuracy

21

Question Answering

WTQ

60.9Accuracy

21

Error Localization

WTQ

76.3Exact Match (EM)

12

Text-oriented Visual Question Answering

WTQ

71.3Accuracy

12

Table Question Answering

ROBUT-WTQ Sentence-Level Paraphrase (test)

81.6Accuracy (Pre-perturbation)

10

Table Question Answering

ROBUT-WTQ Word-Level Paraphrase (test)

85.8Accuracy (Pre-Perturbation)

10

Table Question Answering

ROBUT-WTQ Column Adding (test)

81.4Accuracy (Pre-Perturbation)

10

Table Question Answering

ROBUT-WTQ Column Extension (test)

92Accuracy (Pre-perturbation)

10

Table Question Answering

ROBUT-WTQ Column Order Shuffling (test)

89Accuracy (Pre-perturbation)

10

Table Question Answering

ROBUT-WTQ Abbreviation Replacement (test)

82.9Accuracy (Pre-perturbation)

10

Table Question Answering

ROBUT-WTQ Synonym Replacement (test)

83.6Accuracy (Pre-perturbation)

10

Error explanation quality

WTQ

76Sim Score

9

Table Question Answering

WTQ (dev)

77.5Accuracy

9

Table Retrieval

WTQ

44Recall@1 (Base)

8

WTQ (ADVETA-ADD)

44.6Exact Match (EM)

8

WTQ (ADVETA-RPL)

41.8Exact Match (EM)

8

WTQ original (dev)

44.1Exact Match (EM)

8

Visual Question Answering

WTQ (test)

65.4Accuracy

6

Data-to-text generation

WTQ (test)

62.25ROUGE-1

5