Entity Linking on CORD (test)
98.8F1 ScoreESP
Evaluation Results
| Method | Links | |
|---|---|---|
| ESPParameters=50M, Pretrain Data Size=0.9M2023.03 | 98.8 | |
| LayoutLMv3_LARGEParameters=368M + α, Pretrain Data Size=11M2023.03 | 98.28 | |
| BROS_LARGEText block order=With order, Modality=Text + Layout2021.08 | 97.4 | |
| BROS_LARGEParameters=340M + α, Pretrain Data Size=11M2023.03 | 97.4 | |
| LayoutLMv2_LARGEText block order=With order, Modality=Text + Layout + Image2021.08 | 97.29 | |
| LayoutLMv2_LARGEParameters=426M + α, Pretrain Data Size=11M2023.03 | 97.29 | |
| BROS_BASEText block order=With order, Modality=Text + Layout2021.08 | 95.73 | |
| BROS_BASEParameters=110M + α, Pretrain Data Size=11M2023.03 | 95.73 | |
| LayoutLMv2_BASEText block order=With order, Modality=Text + Layout + Image2021.08 | 95.59 | |
| LayoutLMv2_BASEParameters=200M + α, Pretrain Data Size=11M2023.03 | 95.59 | |
| LayoutLM_LARGEText block order=With order, Modality=Text + Layout2021.08 | 95.41 | |
| LayoutLM_LARGEParameters=343M + α, Pretrain Data Size=11M2023.03 | 95.41 | |
| LayoutLM_BASEText block order=With order, Modality=Text + Layout2021.08 | 95.21 | |
| LayoutLM_BASEParameters=160M + α, Pretrain Data Size=11M2023.03 | 95.21 | |
| BERT_LARGEText block order=With order, Modality=Text2021.08 | 94.31 | |
| BERT_LARGEParameters=340M + α2023.03 | 94.31 | |
| BERT_BASEText block order=With order, Modality=Text2021.08 | 92.83 | |
| BERT_BASEParameters=110M + α2023.03 | 92.83 |