Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GeoLayoutLM | 89.45 | No | GeoLayoutLM: Geometric Pre-training for Visual I... | 2023-04-21 | Code |
| 2 | RORE (GeoLayoutLM) | 88.46 | No | Modeling Layout Reading Order as Ordering Relati... | 2024-09-29 | Code |
| 3 | TPP (LayoutMask) | 79.2 | No | Reading Order Matters: Information Extraction fr... | 2023-10-17 | Code |
| 4 | DocTr | 73.9 | No | DocTr: Document Transformer for Structured Infor... | 2023-07-16 | - |
| 5 | SINGU_GROUP | 70.51 | No | - | - | - |
| 6 | SERA | 65.96 | No | Entity Relation Extraction as Dependency Parsing... | 2021-10-19 | - |
| 7 | Doc2Graph | 53.36 | No | Doc2Graph: a Task Agnostic Document Understandin... | 2022-08-23 | Code |