Entity Linking 벤치마크
Entity Linking on FUNSD
F1
- 2021-10-19 — SERA: F1 65.96
- 2022-11-16 — SINGU_GROUP: F1 70.51
- 2023-04-21 — GeoLayoutLM: F1 89.45
| Rank | Model | F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | GeoLayoutLM | 89.45 | GeoLayoutLM: Geometric Pre-training for Visual Information Extraction | alibabaresearch/advancedliteratemachinery | 2023 |
| 2 | RORE (GeoLayoutLM) | 88.46 | Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding | chongzhangFDU/ROOR | 2024 |
| 3 | TPP (LayoutMask) | 79.20 | Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction | chongzhangfdu/tpp · WinterShiver/Token-Path-Prediction | 2023 |
| 4 | DocTr | 73.9 | DocTr: Document Transformer for Structured Information Extraction in Documents | 2023 | |
| 5 | SINGU_GROUP | 70.51 | DGCN Based Solution for Entity Linking on Visual Rich Document | 2022 | |
| 6 | SERA | 65.96 | Entity Relation Extraction as Dependency Parsing in Visually Rich Documents | 2021 | |
| 7 | Doc2Graph | 53.36 | Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks | andreagemelli/doc2graph | 2022 |