Metric: key-value pair F1 (higher is better)
| # | Model↕ | key-value pair F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PEneo (LayoutLMv3_base_chinese) | 82.52 | No | PEneo: Unifying Line Extraction, Line Grouping, ... | 2024-01-07 | Code |
| 2 | PEneo (LiLT[InfoXLM]_base) | 82.36 | No | PEneo: Unifying Line Extraction, Line Grouping, ... | 2024-01-07 | Code |
| 3 | PEneo (LayoutXLM_base) | 82.23 | No | PEneo: Unifying Line Extraction, Line Grouping, ... | 2024-01-07 | Code |
| 4 | LayoutLMv3_base_chinese | 73.51 | No | LayoutLMv3: Pre-training for Document AI with Un... | 2022-04-18 | Code |
| 5 | LiLT ([InfoXLM]_base) | 72.76 | No | LiLT: A Simple yet Effective Language-Independen... | 2022-02-28 | Code |
| 6 | LayoutXLM | 70.45 | No | LayoutXLM: Multimodal Pre-training for Multiling... | 2021-04-18 | Code |
| 7 | Donut | 17.26 | No | OCR-free Document Understanding Transformer | 2021-11-30 | Code |