Relation Extraction on FUNSD
89.45EN Performance ScoreGeoLayoutLM
Evaluation results
| Method | Links | |
|---|---|---|
| GeoLayoutLM#Params=399M2023.04 | 89.45 | |
| LayoutLMv3_LARGE#Params=357M2023.04 | 80.35 | |
| BROS_LARGE#Params=340M2023.04 | 77.01 | |
| LiLT[InfoXLM] BASEMultitask fine-tuning=true, Pre-training Docs Language=English only, Pre-training Docs Size=11M2022.02 | 74.07 | |
| LayoutLMv2_LARGE#Params=426M2023.04 | 70.57 | |
| LayoutXLM_BASEMultitask fine-tuning=true, Pre-training Docs Language=Multilingual, Pre-training Docs Size=30M2022.02 | 66.71 | |
| SERA2023.04 | 65.96 | |
| LiLT[InfoXLM]-BASEPre-training Data Language=English only, Pre-training Docs Size=11M, Evaluation Protocol=fine-tuning on X, testing on X2022.02 | 62.76 | |
| LayoutXLM-BASEPre-training Data Language=Multilingual, Pre-training Docs Size=30M, Evaluation Protocol=fine-tuning on X, testing on X2022.02 | 54.83 | |
| StrucTexT#Params=107M2023.04 | 44.1 | |
| LayoutLM_LARGE#Params=343M2023.04 | 42.83 | |
| InfoXLM_BASEMultitask fine-tuning=true2022.02 | 36.99 | |
| XLM-R_BASEMultitask fine-tuning=true2022.02 | 36.38 | |
| InfoXLM-BASEPre-training Data Language=-, Pre-training Docs Size=-, Evaluation Protocol=fine-tuning on X, testing on X2022.02 | 29.2 | |
| BERT_LARGE#Params=340M2023.04 | 29.11 | |
| XLM-RoBERTa-BASEPre-training Data Language=-, Pre-training Docs Size=-, Evaluation Protocol=fine-tuning on X, testing on X2022.02 | 26.59 |