Information Extraction on CORD
97.6F1 ScoreUDOP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UDOPPipeline=Specialized2023.05 | 97.6 | — | |
| Dublin_fixed_resResolution=Fixed2023.05 | 97.1 | — | |
| Dublin_variable_resResolution=Variable2023.05 | 97.1 | — | |
| LayoutLMv2Params=426M, Setup=External result (Relevant publication)2020.02 | 96.01 | — | |
| LayoutLMv2Params=200M, Setup=External result (Relevant publication)2020.02 | 94.95 | — | |
| LayoutLMParams=343M, Setup=External result (Relevant publication)2020.02 | 94.93 | — | |
| LayoutLMParams=113M, Setup=External result (Relevant publication)2020.02 | 94.72 | — | |
| LAMBERTParams=125M, Training=75M non-unique pages, Setup=Internal experiment2020.02 | 94.41 | — | |
| LayoutLMParams=113M, Setup=Internal experiment2020.02 | 93.82 | — | |
| LAMBERTParams=125M, Training=16M non-unique pages, Setup=Internal experiment2020.02 | 93.75 | — | |
| LayoutLMParams=343M, Setup=Internal experiment2020.02 | 93.62 | — | |
| RoBERTaParams=125M, Training=16M non-unique pages, Setup=Internal experiment2020.02 | 91.98 | — | |
| Donut2023.05 | 91.6 | — | |
| RoBERTaParams=125M, Training=original pretrained, Setup=Internal experiment2020.02 | 91.57 | — | |
| BERT_large/T5Type=Text Baseline2023.05 | 90.25 | — | |
| HRVDAResolution=15362024.04 | 89.3 | — | |
| SeRumResolution=1280, Fine-tuning=true2024.04 | 84.9 | — | |
| DonutResolution=1280, Fine-tuning=true2024.04 | 84.1 | — |