Relation Extraction on FUNSD

9개 결과 · ⬇ CSV · JSON

Rank	Model	F1	Paper	Code	Year
1	LayoutLMv3 large EM + BBO + RSF	90.81	A LayoutLMv3-Based Model for Enhanced Relation Extraction in Visually-Rich Documents		2024
2	GeoLayoutLM	89.45	GeoLayoutLM: Geometric Pre-training for Visual Information Extraction	alibabaresearch/advancedliteratemachinery	2023
3	RORE (GeoLayoutLM)	88.46	Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding	chongzhangFDU/ROOR	2024
4	LayoutLMv3 large	80.35	LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking	huggingface/transformers · microsoft/unilm · pwc-1/Paper-9 · +1	2022
4	LayoutLMv3 large	80.35	GeoLayoutLM: Geometric Pre-training for Visual Information Extraction	alibabaresearch/advancedliteratemachinery	2023
6	TPP (LayoutMask)	79.20	Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction	chongzhangfdu/tpp · WinterShiver/Token-Path-Prediction	2023
7	BROS	77.01	BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents	clovaai/bros · 2024-MindSpore-1/Code2	2021
8	LayoutLMv2 large	70.57	LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding	huggingface/transformers · PaddlePaddle/PaddleOCR · microsoft/unilm · +6	2020
9	LayoutLM	42.83	LayoutLM: Pre-training of Text and Layout for Document Image Understanding	huggingface/transformers · PaddlePaddle/PaddleOCR · microsoft/unilm · +16	2019