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ResearchFormerly WizWand

FeTaQA

Benchmarks

TaskDatasetSOTA resultTrendResults

Table-to-Text Generation

FeTaQA

76.9Accuracy

24

Table Retrieval

FetaQA

40.1R@1

19

FetaQA

40.5BLEU

16

Table Retrieval

FetaQA original (test)

78.4Recall@10

12

Table Question Answering

FeTaQA

40.5S-BLEU

12

Question Answering

FeTaQA

39.05BLEU

11

Query-focused table summarization

FeTaQA (test)

33.8BLEU

10

Question Answering

FeTaQA

50.4ROUGE-L

10

Table Question Answering

FeTaQA (test)

19.32sacreBLEU

8

Table Question Answering

FeTaQA (Evaluation Set)

48Vanilla Performance

8

Table Question Answering

FeTaQA (train)

50Vanilla Score

8

Free-form Table Question Answering

FeTaQA (test)

0.326BLEU

8

Long-form Question Answering

FetaQA (test)

32.61BLEU

7

Cell-Level Attribution

FetaQA

0.898Precision

6

Column-Level Attribution

FetaQA

96.39Precision (%)

6

Row-Level Attribution

FetaQA

94.3Precision

6

Cell-level attribution

FetaQA (gold set)

0.637Precision

6

Free-form Table Question Answering

FeTaQA (100 randomly chosen samples)

0.98Fluency

6

Table-based Question Answering

FeTaQA 13 (test)

62.7S-BLEU

4

Table Question Answering

FeTaQA (sample (100 samples))

45Precision

4

Table-to-Text Generation

FeTaQA

0.334BLEU

4