ML Research Wiki / Benchmarks / Semantic entity labeling / EC-FUNSD

EC-FUNSD

Semantic entity labeling Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 RORE (LayoutLMv3-large) Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding 84.53 2024-09-29 📦 chongzhangFDU/ROOR
2 RORE (GeoLayoutLM) Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding 84.34 2024-09-29 📦 chongzhangFDU/ROOR
3 LayoutLMv3 (large) Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective 83.88 2024-02-04 📦 chongzhangFDU/ROOR
4 LayoutLMv3 (large) LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking 83.88 2022-04-18 📦 huggingface/transformers 📦 microsoft/unilm 📦 pwc-1/Paper-9 📦 MindSpore-scientific-2/code-14
5 GeoLayoutLM Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective 83.62 2024-02-04 📦 chongzhangFDU/ROOR
6 RORE (LayoutLMv3-base) Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding 82.80 2024-09-29 📦 chongzhangFDU/ROOR
7 LayoutLMv3 (base) Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective 82.30 2024-02-04 📦 chongzhangFDU/ROOR
8 LayoutLMv3 (base) LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking 82.30 2022-04-18 📦 huggingface/transformers 📦 microsoft/unilm 📦 pwc-1/Paper-9 📦 MindSpore-scientific-2/code-14

All Papers (8)

chongzhangFDU/ROOR
chongzhangFDU/ROOR
chongzhangFDU/ROOR
huggingface/transformers microsoft/unilm
chongzhangFDU/ROOR
chongzhangFDU/ROOR
chongzhangFDU/ROOR
huggingface/transformers microsoft/unilm