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Semantic Entity Labeling On Funsd

Metrics

F1

Results

Performance results of various models on this benchmark

Paper Title
LayoutMask (large)93.20LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding
ERNIE-Layoutlarge93.12ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding
LayoutMask (base)92.91LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding
GeoLayoutLM92.86GeoLayoutLM: Geometric Pre-training for Visual Information Extraction
LayoutLMv3 Large92.08LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking
RORE (GeoLayoutLM)91.84Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
StrucTexTv2 (large)91.82StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
XDoc1M89.4XDoc: Unified Pre-training for Cross-Format Document Understanding
StrucTexTv2 (small)89.23StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
LILT88.41LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding
TPP (LayoutMask)85.16Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction
LayoutLMv2LARGE84.2LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
DocTr84DocTr: Document Transformer for Structured Information Extraction in Documents
LayoutLMv2BASE82.76LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding
Doc2Graph82.25Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks
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