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SotA/Natural Language Processing/Key Information Extraction/RFUND-EN

Key Information Extraction on RFUND-EN

Metric: key-value pair F1 (higher is better)

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#Model↕key-value pair F1▼Extra DataPaperDate↕Code
1PEneo (LayoutLMv3_base)79.27NoPEneo: Unifying Line Extraction, Line Grouping, ...2024-01-07Code
2PEneo (LiLT[InfoXLM]_base)74.29NoPEneo: Unifying Line Extraction, Line Grouping, ...2024-01-07Code
3PEneo (LayoutXLM_base)74.25NoPEneo: Unifying Line Extraction, Line Grouping, ...2024-01-07Code
4PEneo (LiLT[EN-R]_base)74.22NoPEneo: Unifying Line Extraction, Line Grouping, ...2024-01-07Code
5PEneo (LayoutLMv2_base)71.97NoPEneo: Unifying Line Extraction, Line Grouping, ...2024-01-07Code
6GeoLayoutLM69.03NoGeoLayoutLM: Geometric Pre-training for Visual I...2023-04-21Code
7LayoutLMv357.66NoLayoutLMv3: Pre-training for Document AI with Un...2022-04-18Code
8LiLT ([EN-R]_base)54.33NoLiLT: A Simple yet Effective Language-Independen...2022-02-28Code
9LayoutXLM_base53.98NoLayoutXLM: Multimodal Pre-training for Multiling...2021-04-18Code
10LiLT ([InfoXLM]_base)52.18NoLiLT: A Simple yet Effective Language-Independen...2022-02-28Code
11TPP (LayoutLMv3_base)50.27NoReading Order Matters: Information Extraction fr...2023-10-17Code
12LayoutLMv2_base49.06NoLayoutLMv2: Multi-modal Pre-training for Visuall...2020-12-29Code
13Donut24.54NoOCR-free Document Understanding Transformer2021-11-30Code