Information Extraction

Benchmarks

Dataset Name	SOTA Method	Metric
CORD (test)	UDoc	F1 Score98.94	133	3mo ago
SROIE (test)	StructTexT	F1 Score98.7	62	3mo ago
FUNSD (test)	LayoutLMv3large	F1 Score92.08	55	3mo ago
SWDE	Nemotron-Nano 12B v2	Accuracy92.1	28	1mo ago
1,000-note gold-standard set 1.0 (test)	Qwen2.5-14B-Instruct	Micro Precision94.8	25	27d ago
FDA	Apriel-1.6	Accuracy84.5	22	28d ago
CORD	UDOP	F1 Score97.6	18	3mo ago
SROIE	LAMBERT	F1 Score98.17	16	3mo ago
SROIE v1 (test)	LayoutLM_LARGE	Precision95.24	15	3mo ago
xbench-deepsearch Out-of-Distribution		Accuracy47	14	1mo ago
MeasEval-Ext	MeasHalu-7B	Overall Score57.8	13	1mo ago
FewN few-shot zero-shot	RETROPROMPT	Accuracy67.3	13	3mo ago
FUNSD v1 (test)	LayoutLMv3large	F1 Score92.08	13	3mo ago
TOFU 1% forget	Embedding Space Attack	Cumulative ROUGE-154	12	3mo ago
ACL Anthology gold benchmark 100 query–chunk pairs	acl-verbatim-modernbert	Word Precision65.43	11	13d ago
PolyIE	SCILIRE	Precision17.24	10	2mo ago
MPEA		Precision (P)50.32	10	2mo ago
SciREX	SCILIRE	Precision14.52	10	2mo ago
TDMS	SCILIRE	Precision18.12	10	2mo ago
MIT	PrivateLoRA	MIT-D Score95	10	3mo ago
Real-world documents (test)		Receipts Accuracy94.3	10	3mo ago
OpenExp-Action-100	GPT-5	Validity Score16.33	9	1mo ago
Campaign-finance filings		Mean per field Accuracy98.71	8	1mo ago
MMM Japanese SCPOS N	OIELLM-13B	TL F194.7	8	1mo ago
MMM Japanese SCPOS Adj	OIELLM-13B	TL F1 Score94	8	1mo ago

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