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ResearchFormerly WizWand

Entity Linking on FUNSD (test)

92.15F1 ScoreBLOCKIE
23.97841.676559.37577.0735Aug 10, 2021Mar 27, 2022Nov 12, 2022Jun 29, 2023Feb 14, 2024Sep 30, 2024May 18, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BLOCKIEApproach=Ours, Backbone=Sonnet2025.0592.15
ESPParameters=50M, Pretrain Data Size=0.9M2023.0388.88
ESPApproach=Layout Aware NLP, Number of Parameters=50M2025.0588.88
ESPmultilingual model=false2023.0388.6
RORE-GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M+242025.0588.46
GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M2025.0588.06
LayoutLMv3_LARGEParameters=368M + α, Pretrain Data Size=11M2023.0380.35
LayoutLMv3Approach=Layout Aware NLP, Number of Parameters=368M2025.0579.37
TPP2023.1079.23
BROS_LARGEText block order=With order, Modality=Text + Layout2021.0877.01
BROS_LARGEParameters=340M + α, Pretrain Data Size=11M2023.0377.01
MSAU-PAF2023.1075
DocTr2023.0773.9
DocTrApproach=Layout Aware NLP, Number of Parameters=153M2025.0573.9
BROS2023.0771.5
BROS_BASEText block order=With order, Modality=Text + Layout2021.0871.46
BROS_BASEParameters=110M + α, Pretrain Data Size=11M2023.0371.46
BROS2023.1071.46
LayoutLMv2_LARGEText block order=With order, Modality=Text + Layout + Image2021.0870.57
LayoutLMv2_LARGEParameters=426M + α, Pretrain Data Size=11M2023.0370.57
SERA2023.1065.96
LiLT_BASEPretrain Data Size=11M2023.0362.76
LiLTbackbone=InfoXLM2023.0362.76
LayoutXLM2023.1054.83
LayoutXLMlanguage-specific fine-tuning=true2023.0354.8
Doc2Graph2023.1053.36
LayoutLM_BASEText block order=With order, Modality=Text + Layout2021.0845.86
LayoutLM_BASEParameters=160M + α, Pretrain Data Size=11M2023.0345.86
StrucTextParameters=107M + α, Pretrain Data Size=0.9M2023.0344.1
StructText2023.0744.1
LayoutLMv2_BASEText block order=With order, Modality=Text + Layout + Image2021.0842.91
LayoutLMv2_BASEParameters=200M + α, Pretrain Data Size=11M2023.0342.91
LayoutLM_LARGEText block order=With order, Modality=Text + Layout2021.0842.83
LayoutLM_LARGEParameters=343M + α, Pretrain Data Size=11M2023.0342.83
SPADE2023.0741.7
SPADE2023.1041.3
GNN+MLP2023.1039
BERT_LARGEText block order=With order, Modality=Text2021.0829.11
BERT_LARGEParameters=340M + α2023.0329.11
BERT_BASEText block order=With order, Modality=Text2021.0827.65
BERT_BASEParameters=110M + α2023.0327.65
ROBERTa2023.0326.6