Key Information Extraction

Benchmarks

Dataset Name	SOTA Method	Metric
RealKIE FCC Verified		Extraction Score79.91	15	2mo ago
CORD v1 (test)	PIP-Qwen2-VL-7B	ANLS97.3	10	3mo ago
SROIE v1 (test)	PIP-Qwen2-VL-7B	ANLS97	10	3mo ago
FUNSD v1 (test)	LayTextLLM-7B	ANLS81	10	3mo ago
SROIE	DocParser	F1 Score87.3	8	1mo ago
KLC (test)	DocLLM-7B	F1 Score60.3	8	3mo ago
CORD	OMNIPARSER V2	F1 Score85	7	1mo ago
KLC	DocOwl 1.5	Accuracy38.7	7	3mo ago
ITInvoices (test)		F1 Score90.1	7	3mo ago
ITForms (test)		F1 Score86.2	7	3mo ago
OCRBench, OCRBenchv2, CCOCR, Nanonets en zh v1.5 v2.0 (test)	Qianfan-OCR	Overall Mean Score87.9	6	2mo ago
DeepForm (test)	DocLLM-7B	F1 Score75.7	6	3mo ago
Kleister-NDA (test)	ERNIE-Layout_large	Entity F10.881	6	3mo ago
FUNSD Few training samples (10 samples) (test)	BROS LARGE	F1 Score74.42	6	3mo ago
FUNSD Permuted (test)	BROS LARGE	F179.42	6	3mo ago
XFUND zh	VI-LayoutXLM	SER Hmean93.19	5	3mo ago
CORD (test)	Original	F1 Score87.2	4	3mo ago
BizDocs (held-out)	DocLLM-7B	F1 Score72.6	4	3mo ago
KLC (held-out)	DocLLM-7B	F1 Score49.9	4	3mo ago
BizDocs (test)	DocLLM-7B	F1 Score95.9	4	3mo ago
VRDU a.-b. (test)	DocLLM-7B	F1 Score88.8	4	3mo ago
PWC (test)	DocLLM-7B	F1 Score0.2906	4	3mo ago
Handwritten-KIE		Score94.5	3	2mo ago
Nanonets-KIE		Score95.2	3	2mo ago
Custom Real-world Scenarios Receipt KIE		Score97.3	3	2mo ago

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