Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LayoutLMv3 large EM + BBO + RSF | 90.81 | No | A LayoutLMv3-Based Model for Enhanced Relation E... | 2024-04-16 | - |
| 2 | GeoLayoutLM | 89.45 | No | GeoLayoutLM: Geometric Pre-training for Visual I... | 2023-04-21 | Code |
| 3 | RORE (GeoLayoutLM) | 88.46 | No | Modeling Layout Reading Order as Ordering Relati... | 2024-09-29 | Code |
| 4 | LayoutLMv3 large | 80.35 | No | GeoLayoutLM: Geometric Pre-training for Visual I... | 2023-04-21 | Code |
| 5 | LayoutLMv3 large | 80.35 | No | GeoLayoutLM: Geometric Pre-training for Visual I... | 2023-04-21 | Code |
| 6 | TPP (LayoutMask) | 79.2 | No | Reading Order Matters: Information Extraction fr... | 2023-10-17 | Code |
| 7 | BROS | 77.01 | No | BROS: A Pre-trained Language Model Focusing on T... | 2021-08-10 | Code |
| 8 | LayoutLMv2 large | 70.57 | No | LayoutLMv2: Multi-modal Pre-training for Visuall... | 2020-12-29 | Code |
| 9 | LayoutLM | 42.83 | No | LayoutLM: Pre-training of Text and Layout for Do... | 2019-12-31 | Code |