Entity Linking on FUNSD (test)
92.15F1 ScoreBLOCKIE
Evaluation Results
| Method | Links | |
|---|---|---|
| BLOCKIEApproach=Ours, Backbone=Sonnet2025.05 | 92.15 | |
| ESPParameters=50M, Pretrain Data Size=0.9M2023.03 | 88.88 | |
| ESPApproach=Layout Aware NLP, Number of Parameters=50M2025.05 | 88.88 | |
| ESPmultilingual model=false2023.03 | 88.6 | |
| RORE-GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M+242025.05 | 88.46 | |
| GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M2025.05 | 88.06 | |
| LayoutLMv3_LARGEParameters=368M + α, Pretrain Data Size=11M2023.03 | 80.35 | |
| LayoutLMv3Approach=Layout Aware NLP, Number of Parameters=368M2025.05 | 79.37 | |
| TPP2023.10 | 79.23 | |
| BROS_LARGEText block order=With order, Modality=Text + Layout2021.08 | 77.01 | |
| BROS_LARGEParameters=340M + α, Pretrain Data Size=11M2023.03 | 77.01 | |
| MSAU-PAF2023.10 | 75 | |
| DocTr2023.07 | 73.9 | |
| DocTrApproach=Layout Aware NLP, Number of Parameters=153M2025.05 | 73.9 | |
| BROS2023.07 | 71.5 | |
| BROS_BASEText block order=With order, Modality=Text + Layout2021.08 | 71.46 | |
| BROS_BASEParameters=110M + α, Pretrain Data Size=11M2023.03 | 71.46 | |
| BROS2023.10 | 71.46 | |
| LayoutLMv2_LARGEText block order=With order, Modality=Text + Layout + Image2021.08 | 70.57 | |
| LayoutLMv2_LARGEParameters=426M + α, Pretrain Data Size=11M2023.03 | 70.57 | |
| SERA2023.10 | 65.96 | |
| LiLT_BASEPretrain Data Size=11M2023.03 | 62.76 | |
| LiLTbackbone=InfoXLM2023.03 | 62.76 | |
| LayoutXLM2023.10 | 54.83 | |
| LayoutXLMlanguage-specific fine-tuning=true2023.03 | 54.8 | |
| Doc2Graph2023.10 | 53.36 | |
| LayoutLM_BASEText block order=With order, Modality=Text + Layout2021.08 | 45.86 | |
| LayoutLM_BASEParameters=160M + α, Pretrain Data Size=11M2023.03 | 45.86 | |
| StrucTextParameters=107M + α, Pretrain Data Size=0.9M2023.03 | 44.1 | |
| StructText2023.07 | 44.1 | |
| LayoutLMv2_BASEText block order=With order, Modality=Text + Layout + Image2021.08 | 42.91 | |
| LayoutLMv2_BASEParameters=200M + α, Pretrain Data Size=11M2023.03 | 42.91 | |
| LayoutLM_LARGEText block order=With order, Modality=Text + Layout2021.08 | 42.83 | |
| LayoutLM_LARGEParameters=343M + α, Pretrain Data Size=11M2023.03 | 42.83 | |
| SPADE2023.07 | 41.7 | |
| SPADE2023.10 | 41.3 | |
| GNN+MLP2023.10 | 39 | |
| BERT_LARGEText block order=With order, Modality=Text2021.08 | 29.11 | |
| BERT_LARGEParameters=340M + α2023.03 | 29.11 | |
| BERT_BASEText block order=With order, Modality=Text2021.08 | 27.65 | |
| BERT_BASEParameters=110M + α2023.03 | 27.65 | |
| ROBERTa2023.03 | 26.6 |