Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RORE (GeoLayoutLM) | 98.52 | No | Modeling Layout Reading Order as Ordering Relati... | 2024-09-29 | Code |
| 2 | GeoLayoutLM | 97.97 | No | GeoLayoutLM: Geometric Pre-training for Visual I... | 2023-04-21 | Code |
| 3 | LayoutLMv3 Large | 97.46 | No | LayoutLMv3: Pre-training for Document AI with Un... | 2022-04-18 | Code |
| 4 | LayoutMask (large) | 97.19 | No | LayoutMask: Enhance Text-Layout Interaction in M... | 2023-05-30 | - |
| 5 | LayoutMask (base) | 96.99 | No | LayoutMask: Enhance Text-Layout Interaction in M... | 2023-05-30 | - |
| 6 | TPP (LayoutMask) | 96.92 | No | Reading Order Matters: Information Extraction fr... | 2023-10-17 | Code |
| 7 | LILT | 96.07 | No | LiLT: A Simple yet Effective Language-Independen... | 2022-02-28 | Code |
| 8 | LayoutLMv2LARGE | 96.01 | No | LayoutLMv2: Multi-modal Pre-training for Visuall... | 2020-12-29 | Code |
| 9 | LayoutLMv2BASE | 94.95 | No | LayoutLMv2: Multi-modal Pre-training for Visuall... | 2020-12-29 | Code |