Named Entity Recognition (NER) 벤치마크
Named Entity Recognition (NER) on FUNSD-r
F1
- 2022-04-18 — LayoutLMv3: F1 78.77
- 2023-10-17 — TPP (LayoutLMv3): F1 80.4
| Rank | Model | F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | TPP (LayoutLMv3) | 80.40 | Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction | chongzhangfdu/tpp · WinterShiver/Token-Path-Prediction | 2023 |
| 2 | LayoutLMv3 | 78.77 | LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking | huggingface/transformers · microsoft/unilm · pwc-1/Paper-9 · +1 | 2022 |
| 3 | TPP (LayoutMask) | 78.19 | Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction | chongzhangfdu/tpp · WinterShiver/Token-Path-Prediction | 2023 |
| 4 | LayoutMask | 77.10 | LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding | 2023 |