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ResearchFormerly WizWand

Entity Linking on CORD (test)

98.8F1 ScoreESP
92.591294.203195.81597.4269Aug 10, 2021Nov 16, 2021Feb 22, 2022Jun 1, 2022Sep 7, 2022Dec 14, 2022Mar 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ESPParameters=50M, Pretrain Data Size=0.9M2023.0398.8
LayoutLMv3_LARGEParameters=368M + α, Pretrain Data Size=11M2023.0398.28
BROS_LARGEText block order=With order, Modality=Text + Layout2021.0897.4
BROS_LARGEParameters=340M + α, Pretrain Data Size=11M2023.0397.4
LayoutLMv2_LARGEText block order=With order, Modality=Text + Layout + Image2021.0897.29
LayoutLMv2_LARGEParameters=426M + α, Pretrain Data Size=11M2023.0397.29
BROS_BASEText block order=With order, Modality=Text + Layout2021.0895.73
BROS_BASEParameters=110M + α, Pretrain Data Size=11M2023.0395.73
LayoutLMv2_BASEText block order=With order, Modality=Text + Layout + Image2021.0895.59
LayoutLMv2_BASEParameters=200M + α, Pretrain Data Size=11M2023.0395.59
LayoutLM_LARGEText block order=With order, Modality=Text + Layout2021.0895.41
LayoutLM_LARGEParameters=343M + α, Pretrain Data Size=11M2023.0395.41
LayoutLM_BASEText block order=With order, Modality=Text + Layout2021.0895.21
LayoutLM_BASEParameters=160M + α, Pretrain Data Size=11M2023.0395.21
BERT_LARGEText block order=With order, Modality=Text2021.0894.31
BERT_LARGEParameters=340M + α2023.0394.31
BERT_BASEText block order=With order, Modality=Text2021.0892.83
BERT_BASEParameters=110M + α2023.0392.83