Entity Extraction on CORD v1 (test)
96.99F1 ScoreDocFormer-large (I+T+S)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DocFormer-large (I+T+S)Modality=Image + Text + Spatial, Number of Parameters=536M2021.06 | 96.99 | 97.25 | 96.74 | |
| TILT-largeModality=Image + Text + Spatial, Number of Parameters=780M2021.06 | 96.33 | — | — | |
| DocFormer-base (I+T+S)Modality=Image + Text + Spatial, Number of Parameters=183M2021.06 | 96.33 | 96.52 | 96.14 | |
| DocFormer-large (T+S)Modality=Text + Spatial, Number of Parameters=502M2021.06 | 96.3 | 96.46 | 96.14 | |
| LayoutLMv2-largeModality=Image + Text + Spatial, Number of Parameters=426M2021.06 | 96.01 | 95.65 | 96.37 | |
| BROS-baseModality=Text + Spatial, Number of Parameters=139M2021.06 | 95.36 | 95.58 | 95.14 | |
| TILT-baseModality=Image + Text + Spatial, Number of Parameters=230M2021.06 | 95.11 | — | — | |
| LayoutLMv2-baseModality=Image + Text + Spatial, Number of Parameters=200M2021.06 | 94.95 | 94.53 | 95.39 | |
| DocFormer-base (T+S)Modality=Text + Spatial, Number of Parameters=149M2021.06 | 94.95 | 94.82 | 95.07 | |
| LayoutLMv1-largeModality=Text + Spatial, Number of Parameters=343M2021.06 | 94.93 | 94.32 | 95.54 | |
| LayoutLMv1-baseModality=Text + Spatial, Number of Parameters=113M2021.06 | 94.72 | 94.37 | 95.08 | |
| UniLMv2-largeModality=Text + Spatial, Number of Parameters=355M2021.06 | 92.05 | 91.23 | 92.89 | |
| SPADEModality=Text + Spatial2021.06 | 91.5 | — | — | |
| UniLMv2-baseModality=Text + Spatial, Number of Parameters=125M2021.06 | 90.92 | 89.87 | 91.98 | |
| BERT-largeModality=Text + Spatial, Number of Parameters=340M2021.06 | 90.25 | 88.86 | 91.68 | |
| BERT-baseModality=Text + Spatial, Number of Parameters=109M2021.06 | 89.68 | 88.33 | 91.07 |