ML Research Wiki / Benchmarks / Semantic entity labeling / FUNSD

FUNSD

Semantic entity labeling Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 LayoutMask (large) LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding 93.20 2023-05-30 -
2 ERNIE-Layoutlarge ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding 93.12 2022-10-12 📦 PaddlePaddle/PaddleNLP 📦 NormXU/ERNIE-Layout-Pytorch
3 LayoutMask (base) LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding 92.91 2023-05-30 -
4 GeoLayoutLM GeoLayoutLM: Geometric Pre-training for Visual Information Extraction 92.86 2023-04-21 📦 alibabaresearch/advancedliteratemachinery
5 LayoutLMv3 Large LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking 92.08 2022-04-18 📦 huggingface/transformers 📦 microsoft/unilm 📦 pwc-1/Paper-9 📦 MindSpore-scientific-2/code-14
6 RORE (GeoLayoutLM) Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding 91.84 2024-09-29 📦 chongzhangFDU/ROOR
7 StrucTexTv2 (large) StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training 91.82 2023-03-01 📦 PaddlePaddle/VIMER
8 XDoc1M XDoc: Unified Pre-training for Cross-Format Document Understanding 89.40 2022-10-06 📦 microsoft/unilm
9 StrucTexTv2 (small) StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training 89.23 2023-03-01 📦 PaddlePaddle/VIMER
10 LILT LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding 88.41 2022-02-28 📦 huggingface/transformers 📦 jpwang/lilt 📦 pwc-1/Paper-9 📦 MindSpore-scientific-2/code-14 📦 MS-P3/code3

All Papers (15)