OpenCodePapers

key-value-pair-extraction-on-rfund-en

Key Information ExtractionKey-value Pair Extraction

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Paper	Code	key-value pair F1	ModelName	ReleaseDate
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction	✓ Link	79.27	PEneo (LayoutLMv3_base)	2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction	✓ Link	74.29	PEneo (LiLT[InfoXLM]_base)	2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction	✓ Link	74.25	PEneo (LayoutXLM_base)	2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction	✓ Link	74.22	PEneo (LiLT[EN-R]_base)	2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction	✓ Link	71.97	PEneo (LayoutLMv2_base)	2024-01-07
GeoLayoutLM: Geometric Pre-training for Visual Information Extraction	✓ Link	69.03	GeoLayoutLM	2023-04-21
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking	✓ Link	57.66	LayoutLMv3	2022-04-18
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding	✓ Link	54.33	LiLT ([EN-R]_base)	2022-02-28
LayoutXLM: Multimodal Pre-training for Multilingual Visually-rich Document Understanding	✓ Link	53.98	LayoutXLM_base	2021-04-18
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding	✓ Link	52.18	LiLT ([InfoXLM]_base)	2022-02-28
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction	✓ Link	50.27	TPP (LayoutLMv3_base)	2023-10-17
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding	✓ Link	49.06	LayoutLMv2_base	2020-12-29
OCR-free Document Understanding Transformer	✓ Link	24.54	Donut	2021-11-30