paper-with-me

Semantic entity labeling 벤치마크

Semantic entity labeling on EC-FUNSD

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F1

82.3 82.86 83.41 83.97 84.53 2022-04 2026-11 LayoutLMv3 (large) — 83.88 (2022-04-18) LayoutLMv3 (base) — 82.3 (2022-04-18) LayoutLMv3 (large) — 83.88 (2024-02-04) GeoLayoutLM — 83.62 (2024-02-04) LayoutLMv3 (base) — 82.3 (2024-02-04) RORE (LayoutLMv3-large) — 84.53 (2024-09-29) RORE (GeoLayoutLM) — 84.34 (2024-09-29) RORE (LayoutLMv3-base) — 82.8 (2024-09-29) LayoutLMv3 (large) — 83.88 (2022-04-18) RORE (LayoutLMv3-large) — 84.53 (2024-09-29)
RankModel F1 PaperCodeYear
1 RORE (LayoutLMv3-large) 84.53 Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding chongzhangFDU/ROOR 2024
2 RORE (GeoLayoutLM) 84.34 Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding chongzhangFDU/ROOR 2024
3 LayoutLMv3 (large) 83.88 Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective chongzhangFDU/ROOR 2024
3 LayoutLMv3 (large) 83.88 LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking huggingface/transformers · microsoft/unilm · pwc-1/Paper-9 · +1 2022
5 GeoLayoutLM 83.62 Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective chongzhangFDU/ROOR 2024
6 RORE (LayoutLMv3-base) 82.80 Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding chongzhangFDU/ROOR 2024
7 LayoutLMv3 (base) 82.30 Rethinking the Evaluation of Pre-trained Text-and-Layout Models from an Entity-Centric Perspective chongzhangFDU/ROOR 2024
7 LayoutLMv3 (base) 82.30 LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking huggingface/transformers · microsoft/unilm · pwc-1/Paper-9 · +1 2022
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