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SotA/Natural Language Processing/Semantic entity labeling/FUNSD

Semantic entity labeling on FUNSD

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1LayoutMask (large)93.2NoLayoutMask: Enhance Text-Layout Interaction in M...2023-05-30-
2ERNIE-Layoutlarge93.12NoERNIE-Layout: Layout Knowledge Enhanced Pre-trai...2022-10-12Code
3LayoutMask (base)92.91NoLayoutMask: Enhance Text-Layout Interaction in M...2023-05-30-
4GeoLayoutLM92.86NoGeoLayoutLM: Geometric Pre-training for Visual I...2023-04-21Code
5LayoutLMv3 Large92.08NoLayoutLMv3: Pre-training for Document AI with Un...2022-04-18Code
6RORE (GeoLayoutLM)91.84NoModeling Layout Reading Order as Ordering Relati...2024-09-29Code
7StrucTexTv2 (large)91.82NoStrucTexTv2: Masked Visual-Textual Prediction fo...2023-03-01Code
8XDoc1M89.4NoXDoc: Unified Pre-training for Cross-Format Docu...2022-10-06Code
9StrucTexTv2 (small)89.23NoStrucTexTv2: Masked Visual-Textual Prediction fo...2023-03-01Code
10LILT88.41NoLiLT: A Simple yet Effective Language-Independen...2022-02-28Code
11TPP (LayoutMask)85.16NoReading Order Matters: Information Extraction fr...2023-10-17Code
12LayoutLMv2LARGE84.2NoLayoutLMv2: Multi-modal Pre-training for Visuall...2020-12-29Code
13DocTr84NoDocTr: Document Transformer for Structured Infor...2023-07-16-
14LayoutLMv2BASE82.76NoLayoutLMv2: Multi-modal Pre-training for Visuall...2020-12-29Code
15Doc2Graph82.25NoDoc2Graph: a Task Agnostic Document Understandin...2022-08-23Code