| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Entity Extraction | FUNSD (test) | Entity F1 Score93.2 | 104 | |
| Form Understanding | FUNSD (test) | F1 Score92.08 | 73 | |
| Information Extraction | FUNSD (test) | F1 Score92.08 | 55 | |
| Entity Linking | FUNSD (test) | F1 Score92.15 | 42 | |
| Semantic Entity Recognition | FUNSD (test) | F1 Score91.84 | 37 | |
| Semantic Entity Recognition | FUNSD | EN Score93.62 | 31 | |
| Entity Relation Extraction | FUNSD (test) | F1 Score88.57 | 18 | |
| Semantic Entity Labeling | FUNSD v1 (test) | Precision83.24 | 16 | |
| Entity Linking | FUNSD | Entity Linking Score88.88 | 16 | |
| Relation Extraction | FUNSD | EN Performance Score89.45 | 16 | |
| Information Extraction | FUNSD v1 (test) | F1 Score92.08 | 13 | |
| Document Visual Question Answering | FUNSD | ANLS92.2 | 12 | |
| Relation Extraction | FUNSD | F1 Score90.81 | 12 | |
| Form Understanding | FUNSD | Entity F1 Score92.08 | 11 | |
| Text Detection | FUNSD Task 1 | Precision0.9543 | 11 | |
| Key Information Extraction | FUNSD v1 (test) | ANLS81 | 10 | |
| Visual Question Answering | FUNSD | Accuracy23.2 | 9 | |
| Text Detection | FUNSD (test) | Precision95.29 | 8 | |
| Information Extraction | FUNSD | F1 Score92.08 | 8 | |
| Visually-rich Document Named Entity Recognition | FUNSD r (test) | F1 Score80.7 | 8 | |
| Entity Linking | FUNSD original (test) | F1 Score39.17 | 8 | |
| Entity Linking | FUNSD (10-fold cross val) | F1 Score0.6696 | 6 | |
| Semantic Entity Labeling | FUNSD (10-fold cross validation) | F1 Score81.21 | 6 | |
| Key Information Extraction | FUNSD Few training samples (10 samples) (test) | F1 Score74.42 | 6 | |
| Key Information Extraction | FUNSD Permuted (test) | F179.42 | 6 |