Entity Resolution

Entity resolution (also known as entity matching, record linkage, or duplicate detection) is the task of finding records that refer to the same real-world entity across different data sources (e.g., data files, books, websites, and databases). (Source: Wikipedia)

Surveys on entity resolution:

The task of entity resolution is closely related to the task of entity alignment which focuses on matching entities between knowledge bases. The task of entity linking differs from entity resolution as entity linking focuses on identifying entity mentions in free text.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 184 papers

Title	Date	Tasks	Status	Hype	Score
A Critical Re-evaluation of Neural Methods for Entity Alignment	Apr 1, 2022	Entity AlignmentEntity Resolution	CodeCode Available	1	5
Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration	Dec 7, 2023	Data IntegrationEntity Resolution	CodeCode Available	1	5
A Deep Learning Approach to Geographical Candidate Selection through Toponym Matching	Sep 17, 2020	Deep LearningEntity Resolution	CodeCode Available	1	5
Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching	May 27, 2024	Entity Resolution	CodeCode Available	1	5
Deep Entity Matching with Pre-Trained Language Models	Apr 1, 2020	Data AugmentationEntity Resolution	CodeCode Available	1	5
AutoBlock: A Hands-off Blocking Framework for Entity Matching	Dec 7, 2019	BlockingEntity Resolution	CodeCode Available	1	5
Domain Adaptation for Deep Entity Resolution: A Design Space Exploration	Jun 1, 2022	Data IntegrationDomain Adaptation	CodeCode Available	1	5
A Practioner's Guide to Evaluating Entity Resolution Results	Sep 14, 2015	ClusteringEntity Resolution	CodeCode Available	1	5
Entity Resolution with Hierarchical Graph Attention Networks	Jun 1, 2022	AttributeEntity Resolution	CodeCode Available	1	5
Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	Jun 1, 2021	Data AugmentationEntity Resolution	CodeCode Available	1	5

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All datasets Amazon-Google Abt-Buy WDC Products-80%cc-seen-medium WDC Computers-small WDC Computers-xlarge WDC Products-50%cc-unseen-medium WDC Watches-small MusicBrainz20K WDC Watches-xlarge WDC Products-80%cc-seen-medium-multi WDC Products

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	gpt4-0613_fewshot-10	F1 (%)	85.21	—	Unverified
2	gpt-4o-mini-2024-07-18_fine_tuned	F1 (%)	80.25	—	Unverified
3	RoBERTa-SupCon	F1 (%)	79.28	—	Unverified
4	RobEM	F1 (%)	79.06	—	Unverified
5	Random Forest	F1 (%)	79	—	Unverified
6	HG	F1 (%)	76.4	—	Unverified
7	Ditto	F1 (%)	75.58	—	Unverified
8	CorDEL-Sum	F1 (%)	70.2	—	Unverified
9	DeepMatcher - Hybrid	F1 (%)	69.3	—	Unverified
10	D-HAT	F1 (%)	67.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	gpt4-0613_zeroshot	F1 (%)	95.78	—	Unverified
2	RoBERTa-SupCon	F1 (%)	94.29	—	Unverified
3	gpt-4o-mini-2024-07-18_fine_tuned	F1 (%)	94.09	—	Unverified
4	gpt-4o-2024-08-06	F1 (%)	92.2	—	Unverified
5	RobEM	F1 (%)	90.9	—	Unverified
6	HG	F1 (%)	89.8	—	Unverified
7	Ditto	F1 (%)	89.33	—	Unverified
8	gpt-4o-mini-2024-07-18	F1 (%)	87.68	—	Unverified
9	Meta-Llama-3.1-8B-Instruct_fine_tuned	F1 (%)	87.34	—	Unverified
10	Random Forest	F1 (%)	85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	gpt4-0613_zeroshot	F1 (%)	89.61	—	Unverified
2	gpt-4o-2024-08-06_fine_tuned_wdc_small	F1 (%)	87.1	—	Unverified
3	gpt-4o-mini-2024-07-18_structured_explanations	F1 (%)	84.38	—	Unverified
4	gpt-4o-mini-2024-07-18	F1 (%)	81.61	—	Unverified
5	RoBERTa-SupCon	F1 (%)	79.99	—	Unverified
6	Llama3.1_70B_structured_explanations	F1 (%)	76.7	—	Unverified
7	Llama3.1_70B	F1 (%)	75.2	—	Unverified
8	Llama3.1_8B_error-based_example_selection	F1 (%)	74.37	—	Unverified
9	Llama3.1_8B_structured_explanations	F1 (%)	74.13	—	Unverified
10	Ditto	F1 (%)	73.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT	F1 (%)	96.53	—	Unverified
2	RoBERTa-SupCon	F1 (%)	95.21	—	Unverified
3	HG	F1 (%)	88.5	—	Unverified
4	DADER-MMD	F1 (%)	88	—	Unverified
5	Ditto	F1 (%)	80.76	—	Unverified
6	JointBERT	F1 (%)	77.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-SupCon	F1 (%)	98.33	—	Unverified
2	JointBERT	F1 (%)	97.49	—	Unverified
3	BERT	F1 (%)	97.37	—	Unverified
4	HG	F1 (%)	96.5	—	Unverified
5	Ditto	F1 (%)	95.45	—	Unverified
6	Random Forest	F1 (%)	78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-base	F1 (%)	71.14	—	Unverified
2	Ditto	F1 (%)	70.66	—	Unverified
3	HG	F1 (%)	68.74	—	Unverified
4	RoBERTa-SupCon	F1 (%)	57.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HG	F1 (%)	94	—	Unverified
2	DADER-NoDA	F1 (%)	88.6	—	Unverified
3	Ditto	F1 (%)	85.12	—	Unverified
4	JointBERT	F1 (%)	75.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ALMSER-GB	F1	0.95	—	Unverified
2	FAMER-SplitMerge	F1	0.88	—	Unverified
3	FAMER-Split	F1	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JointBERT	F1 (%)	97.09	—	Unverified
2	Ditto	F1 (%)	96.53	—	Unverified
3	HG	F1 (%)	96.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-SupCon	F1 Micro	88.63	—	Unverified
2	RoBERTa-base	F1 Micro	52.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	gpt-4o-2024-08-06_fine_tuned_wdc_small	F1 (%)	87.07	—	Unverified