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ResearchFormerly WizWand

Attribute Value Extraction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

MAVE 1.0 (test)

100Precision

33

Feb 26, 2026

Amazon Reviews 2023

88.4F1LLM

21

Apr 30, 2026

87.5F1 Score

12

Apr 30, 2026

89.1F1 Score

12

Apr 30, 2026

MAVE zero-shot 1.0 (test)

85.56Precision

10

Feb 26, 2026

AE-110K Unseen attribute-value pairs (test)

68.8F1 Score

8

Feb 26, 2026

OA-Mine Unseen attribute-value pairs (test)

76.4F1 Score

8

Feb 26, 2026

AE-110K All attribute-value pairs (test)

87.5F1 Score

8

Feb 26, 2026

OA-Mine All attribute-value pairs (test)

82.2F1 Score

8

Feb 26, 2026

AE-pub cleaned (test)

BERT-QA +vals +drop +mixing

47.74Macro Precision

8

Feb 26, 2026