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Key Information Extraction On Cord

Metrics

F1

Results

Performance results of various models on this benchmark

Model Name
F1
Paper TitleRepository
LILT96.07LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding
LayoutLMv2BASE94.95LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
LayoutMask (base)96.99LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding-
RORE (GeoLayoutLM)98.52Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
TPP (LayoutMask)96.92Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction-
GeoLayoutLM97.97GeoLayoutLM: Geometric Pre-training for Visual Information Extraction
LayoutLMv3 Large97.46LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking
LayoutMask (large)97.19LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding-
LayoutLMv2LARGE96.01LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
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