Key Information Extraction on SIBR

Metric: key-value pair F1 (higher is better)

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#	Model↕	key-value pair F1▼	Extra Data	Paper	Date↕	Code
1	PEneo (LayoutLMv3_base_chinese)	82.52	No	PEneo: Unifying Line Extraction, Line Grouping, ...	2024-01-07	Code
2	PEneo (LiLT[InfoXLM]_base)	82.36	No	PEneo: Unifying Line Extraction, Line Grouping, ...	2024-01-07	Code
3	PEneo (LayoutXLM_base)	82.23	No	PEneo: Unifying Line Extraction, Line Grouping, ...	2024-01-07	Code
4	LayoutLMv3_base_chinese	73.51	No	LayoutLMv3: Pre-training for Document AI with Un...	2022-04-18	Code
5	LiLT ([InfoXLM]_base)	72.76	No	LiLT: A Simple yet Effective Language-Independen...	2022-02-28	Code
6	LayoutXLM	70.45	No	LayoutXLM: Multimodal Pre-training for Multiling...	2021-04-18	Code
7	Donut	17.26	No	OCR-free Document Understanding Transformer	2021-11-30	Code

#1PEneo (LayoutLMv3_base_chinese)SOTA
82.52
key-value pair F1· 2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction Code
#2PEneo (LiLT[InfoXLM]_base)
82.36
key-value pair F1· 2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction Code
#3PEneo (LayoutXLM_base)
82.23
key-value pair F1· 2024-01-07
PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction Code
#4LayoutLMv3_base_chineseSOTA
73.51
key-value pair F1· 2022-04-18
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking Code
#5LiLT ([InfoXLM]_base)SOTA
72.76
key-value pair F1· 2022-02-28
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding Code
#6LayoutXLMSOTA
70.45
key-value pair F1· 2021-04-18
LayoutXLM: Multimodal Pre-training for Multilingual Visually-rich Document Understanding Code
#7Donut
17.26
key-value pair F1· 2021-11-30
OCR-free Document Understanding Transformer Code