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Information Extraction on FUNSD (test)

92.08F1 Score

LayoutLMv3large

Updated 3d ago

Evaluation Results

Method	Links
LayoutLMv3large 2022.12		92.08
LayoutLMv3 2024.04		92.08
UDOP 2022.12		91.62
LayoutLMv3 Base 2023.09		90.29
LILT 2022.12		88.41
LiLT Base 2023.09		88.41
GraphDocResnet 2023.09		87.95
UniDoc 2022.12		87.93
UDoc 2023.09		87.93
GraphDoc 2023.09		87.77
StructuralLMlarge 2022.12		85.14
FormNet 2022.12		84.69
FormNet 2023.09		84.69
DocFormerlarge 2022.12		84.55
BROSlarge 2022.12		84.52
LayoutLMv2large 2022.12		84.2
SelfDoc 2022.12		83.36
SelfDoc 2023.09		83.36
DocFormer Base 2023.09		83.34
LayoutLMv2 Base 2023.09		82.76
BROS 2023.09		81.21
DocFormer Base 2023.09		80.54
LayoutLLM-7B 2024.04		79.98
GlobalDoc (V+T) 2023.09		79.4
LayoutLMv1 Base 2023.09		79.27
LayoutLMv1 Base 2023.09		78.66
LayoutLLM-7B 2024.04		78.65
LayoutLMlarge 2022.12		77.89
GlobalDoc (V+T) 2023.09		77.84
BERTlarge 2022.12		66.63
ROBERTabase 2023.09		66.48
Qwen2-VL-7B+ 2025.04		66.48
GlobalDoc (T) 2023.09		65.52
GlobalDoc (T) 2023.09		62.27
BERT Base 2023.09		60.26
Qwen2-VL-7B 2025.04		59.89
Vicuna-1.5-7B 2024.04		59.63
Llama2-7B-chat 2024.04		58.34
DocLLM-7B 2023.12		51.8
Llama2-7B 2024.04		51.4
DocOwl-1.5-Chat 2025.04		50.88
Vicuna-7B 2024.04		49.79
DocLLM-1B 2023.12		48.2
Llama2-7B-chat 2024.04		48.2
Vicuna-1.5-7B 2024.04		48.06
Qwen-VL-7B 2024.04		47.09
Vicuna-7B 2024.04		42.73
Llama2-7B 2024.04		40.78
GPT-4+OCR 2023.12		37
Monkey 2025.04		34.27
LLaVA-NeXT-Mistral-7B+ 2025.04		33.41
LLaVA-NeXT-Mistral-7B 2025.04		31.18
Llama2+OCR 2023.12		17.8
LLaVA-1.5-7B 2024.04		1.93
LLaVAR-7B 2024.04		1.71