Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding

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Benchmark Model Rank Results
entity-linking-on-ec-funsdRORE (GeoLayoutLM)#1F1: 87.42
entity-linking-on-ec-funsdRORE (LayoutLMv3-large)#3F1: 79.33
entity-linking-on-ec-funsdRORE (LayoutLMv3-base)#6F1: 73.64
entity-linking-on-funsdRORE (GeoLayoutLM)#2F1: 88.46
key-information-extraction-on-cordRORE (GeoLayoutLM)#1F1: 98.52
key-information-extraction-on-sroieRORE (GeoLayoutLM)#2F1: 96.97
reading-order-detection-on-roorLayoutLMv3-GlobalPointer (large)#1Segment-level F1: 82.38
reading-order-detection-on-roorLayoutLMv3-GlobalPointer (base)#2Segment-level F1: 68.60
relation-extraction-on-funsdRORE (GeoLayoutLM)#2F1: 88.46
semantic-entity-labeling-on-ec-funsdRORE (LayoutLMv3-large)#1F1: 84.53
semantic-entity-labeling-on-ec-funsdRORE (GeoLayoutLM)#2F1: 84.34
semantic-entity-labeling-on-ec-funsdRORE (LayoutLMv3-base)#6F1: 82.80
semantic-entity-labeling-on-funsdRORE (GeoLayoutLM)#4F1: 91.84

Rank counts only results with a code link.