ML Research Wiki / Benchmarks / Key Information Extraction / SROIE

SROIE

Key Information Extraction Benchmark

Performance Over Time

📊 Showing 5 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 LayoutLMv2LARGE (Excluding OCR mismatch) LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding 97.81 2020-12-29 📦 huggingface/transformers 📦 PaddlePaddle/PaddleOCR 📦 microsoft/unilm
2 RORE (GeoLayoutLM) Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding 96.97 2024-09-29 📦 chongzhangFDU/ROOR
3 LayoutLMv2LARGE LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding 96.61 2020-12-29 📦 huggingface/transformers 📦 PaddlePaddle/PaddleOCR 📦 microsoft/unilm
4 LayoutLMv2BASE LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding 96.25 2020-12-29 📦 huggingface/transformers 📦 PaddlePaddle/PaddleOCR 📦 microsoft/unilm
5 ChatGPT 3.5 SpatialFormat LAPDoc: Layout-Aware Prompting for Documents 77.00 2024-02-15 -

All Papers (5)

LAPDoc: Layout-Aware Prompting for Documents

2024
ChatGPT 3.5 SpatialFormat