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FUNSD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Entity ExtractionFUNSD (test)
Entity F1 Score93.2
104
Form UnderstandingFUNSD (test)
F1 Score92.08
73
Information ExtractionFUNSD (test)
F1 Score92.08
55
Entity LinkingFUNSD (test)
F1 Score92.15
42
Semantic Entity RecognitionFUNSD (test)
F1 Score91.84
37
Semantic Entity RecognitionFUNSD
EN Score93.62
31
Entity Relation ExtractionFUNSD (test)
F1 Score88.57
18
Semantic Entity LabelingFUNSD v1 (test)
Precision83.24
16
Entity LinkingFUNSD
Entity Linking Score88.88
16
Relation ExtractionFUNSD
EN Performance Score89.45
16
Information ExtractionFUNSD v1 (test)
F1 Score92.08
13
Document Visual Question AnsweringFUNSD
ANLS92.2
12
Relation ExtractionFUNSD
F1 Score90.81
12
Form UnderstandingFUNSD
Entity F1 Score92.08
11
Text DetectionFUNSD Task 1
Precision0.9543
11
Key Information ExtractionFUNSD v1 (test)
ANLS81
10
Visual Question AnsweringFUNSD
Accuracy23.2
9
Text DetectionFUNSD (test)
Precision95.29
8
Information ExtractionFUNSD
F1 Score92.08
8
Visually-rich Document Named Entity RecognitionFUNSD r (test)
F1 Score80.7
8
Entity LinkingFUNSD original (test)
F1 Score39.17
8
Entity LinkingFUNSD (10-fold cross val)
F1 Score0.6696
6
Semantic Entity LabelingFUNSD (10-fold cross validation)
F1 Score81.21
6
Key Information ExtractionFUNSD Few training samples (10 samples) (test)
F1 Score74.42
6
Key Information ExtractionFUNSD Permuted (test)
F179.42
6
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