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Papers Benchmarks Datasets Tasks

Key Information Extraction research benchmarks · SOTA2 Research

Key Information Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

77.03Bus. Trans. Score

15

Jul 7, 2026

RealKIE FCC Verified

Claude Sonnet 4.5

79.91Extraction Score

15

Mar 26, 2026

PIP-Qwen2-VL-7B

97.3ANLS

10

Feb 26, 2026

SROIE v1 (test)

PIP-Qwen2-VL-7B

97ANLS

10

Feb 26, 2026

FUNSD v1 (test)

81ANLS

10

Feb 26, 2026

87.3F1 Score

8

Apr 23, 2026

60.3F1 Score

8

Feb 26, 2026

85F1 Score

7

Apr 23, 2026

38.7Accuracy

7

Feb 26, 2026

ITInvoices (test)

Proprietary KIE Model

90.1F1 Score

7

Feb 26, 2026

Proprietary KIE Model

86.2F1 Score

7

Feb 26, 2026

OCRBench, OCRBenchv2, CCOCR, Nanonets en zh v1.5 v2.0 (test)

87.9Overall Mean Score

6

Mar 17, 2026

DeepForm (test)

75.7F1 Score

6

Feb 26, 2026

Kleister-NDA (test)

ERNIE-Layout_large

0.881Entity F1

6

Feb 26, 2026

FUNSD Few training samples (10 samples) (test)

74.42F1 Score

6

Feb 26, 2026

FUNSD Permuted (test)

79.42F1

6

Feb 26, 2026

93.19SER Hmean

5

Feb 26, 2026

87.2F1 Score

4

Mar 5, 2026

BizDocs (held-out)

72.6F1 Score

4

Feb 26, 2026

49.9F1 Score

4

Feb 26, 2026

95.9F1 Score

4

Feb 26, 2026

VRDU a.-b. (test)

88.8F1 Score

4

Feb 26, 2026

0.291F1 Score

4

Feb 26, 2026

Handwritten-KIE

94.5Score

3

Mar 12, 2026

95.2Score

3

Mar 12, 2026

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