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Papers Benchmarks Datasets Tasks

HiTab dataset and benchmarks · SOTA2 Research

Research Datasets

HiTab

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Table Question Answering

HiTab

94.1Accuracy

129

Table Question Answering

HiTab

84.41F1 Score

50

Tabular Question Answering

HiTab (val)

69.83Validation Reward (mean@4)

32

Table Question Answering

HiTab

64.71Accuracy

30

Question Answering

HiTab (held-in)

58.2Accuracy

21

Hierarchical Table Question Answering

HiTab

87.24Accuracy

19

Table Reasoning

HiTab

80.17Accuracy

18

Table Reasoning

HiTab

70.1Pass@1

16

Hierarchical Table Question Answering

HiTab (test)

76.08Accuracy (%)

15

Question Answering

HiTab (test)

63Accuracy

11

Text Generation

HiTab T2T

16.96BLEU

11

Question Answering

HiTab

70.5Accuracy

10

Table Question Answering

HiTab (test)

64Exact Match

8

General Tabular Reasoning

HiTab (test)

79.1Accuracy

6

Table Question Answering

HiTab Subset (test)

68.37EM

6

Table-to-text generation

HiTab (test)

16.3BLEU

6

Table Question Answering

HiTab (test)

47Execution Accuracy

5

Table Question Answering

HiTab (dev)

48.8Execution Accuracy

5

Table Question Answering

HiTab (dev)

63.51Accuracy

4

Tabular Question Answering

HiTab

67.1pass@1

3

Tabular Question Answering

HiTab

6.19Question Answering Latency (s)

3

Table structure recognition

HiTab I (held-in)

54TEDS Score

3

Popular tasks

Table Question Answering Question Answering Tabular Question Answering Hierarchical Table Question Answering Table Reasoning

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