OpenCodePapers

semantic-entity-labeling-on-funsd

Document UnderstandingSemantic entity labeling
Dataset Link
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PaperCodeF1ModelNameReleaseDate
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding93.20LayoutMask (large)2023-05-30
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding✓ Link93.12ERNIE-Layoutlarge2022-10-12
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding92.91LayoutMask (base)2023-05-30
GeoLayoutLM: Geometric Pre-training for Visual Information Extraction✓ Link92.86GeoLayoutLM2023-04-21
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking✓ Link92.08LayoutLMv3 Large2022-04-18
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding✓ Link91.84RORE (GeoLayoutLM)2024-09-29
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training✓ Link91.82StrucTexTv2 (large)2023-03-01
Unifying Vision, Text, and Layout for Universal Document Processing✓ Link91.62UDOP2022-12-05
XDoc: Unified Pre-training for Cross-Format Document Understanding✓ Link89.4XDoc1M2022-10-06
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training✓ Link89.23StrucTexTv2 (small)2023-03-01
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding✓ Link88.41LILT2022-02-28
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction✓ Link85.16TPP (LayoutMask)2023-10-17
DocFormer: End-to-End Transformer for Document Understanding✓ Link84.55DocFormer Large (I+T+S)2021-06-22
BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents✓ Link84.52BROS Large2021-08-10
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding✓ Link84.2LayoutLMv2LARGE2020-12-29
DocTr: Document Transformer for Structured Information Extraction in Documents84DocTr2023-07-16
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding✓ Link82.76LayoutLMv2BASE2020-12-29
LayoutXLM: Multimodal Pre-training for Multilingual Visually-rich Document Understanding✓ Link82.25LayoutXLM Large2021-04-18
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural Networks✓ Link82.25Doc2Graph2022-08-23
LayoutLM: Pre-training of Text and Layout for Document Image Understanding✓ Link79.27LayoutLM Base2019-12-31
FUNSD: A Dataset for Form Understanding in Noisy Scanned Documents✓ Link57.00BERT + MLP Baseline2019-05-27
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