Attribute Value Extraction

Attribute Value Extraction is the task of extracting values for a given set of attributes of interest from free text input. Attribute value extraction is for example applied in the context of e-commerce where product attribute values are extracted from product offers.

The related task Attribute Mining assume that the target attribute set is unknown, while attribute value extraction assumes that the attribute set is given. Multimodal Attribute Extraction aims at extracting attribute values from multi-modal input such as text plus images.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 35 papers

Title	Date	Tasks	Status	Hype
Simple and Effective Knowledge-Driven Query Expansion for QA-Based Product Attribute Extraction	Jun 28, 2022	AttributeAttribute Extraction	—Unverified	0
Data Quality Estimation Framework for Faster Tax Code Classification	May 1, 2022	AttributeAttribute Value Extraction	—Unverified	0
Extreme Multi-Label Classification with Label Masking for Product Attribute Value Extraction	May 1, 2022	AttributeAttribute Value Extraction	—Unverified	0
OpenBrand: Open Brand Value Extraction from Product Descriptions	May 1, 2022	AttributeAttribute Value Extraction	CodeCode Available	1
OA-Mine: Open-World Attribute Mining for E-Commerce Products with Weak Supervision	Apr 29, 2022	AttributeAttribute Mining	CodeCode Available	1
MAVE: A Product Dataset for Multi-source Attribute Value Extraction	Dec 16, 2021	AttributeAttribute Extraction	CodeCode Available	1
QUEACO: Borrowing Treasures from Weakly-labeled Behavior Data for Query Attribute Value Extraction	Aug 19, 2021	AttributeAttribute Value Extraction	—Unverified	0
Learning Cross-Task Attribute - Attribute Similarity for Multi-task Attribute-Value Extraction	Aug 1, 2021	AttributeAttribute Value Extraction	—Unverified	0
Attribute Value Generation from Product Title using Language Models	Aug 1, 2021	AttributeAttribute Value Extraction	—Unverified	0
AdaTag: Multi-Attribute Value Extraction from Product Profiles with Adaptive Decoding	Jun 4, 2021	AttributeAttribute Extraction	—Unverified	0

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All datasets WDC-PAVE MAVE AE-110k OA-Mine - annotations

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4_10_example_values_&_10_demonstrations	F1-Score	90.54	—	Unverified
2	GPT-3.5_10_example_values_&_10_demonstrations	F1-Score	88.02	—	Unverified
3	AVEQA	F1-Score	80.83	—	Unverified
4	MAVEQA	F1-Score	65.1	—	Unverified
5	SU-OpenTag	F1-Score	60.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAVEQA	F1-score	98.32	—	Unverified
2	AVEQA	F1-score	98.14	—	Unverified
3	AD-Opentag	F1-score	79.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4-json-val-10-dem	F1-score	87.5	—	Unverified
2	ft-GPT-3.5-json-val	F1-score	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ft-GPT-3.5-json-val	F1-score	84.5	—	Unverified
2	GPT-4-json-val-10-dem	F1-score	82.2	—	Unverified