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 31–40 of 184 papers

Title	Date	Tasks	Status	Hype
Beyond Rule-based Named Entity Recognition and Relation Extraction for Process Model Generation from Natural Language Text	May 6, 2023	Entity ResolutionFeature Engineering	—Unverified	0
Using ChatGPT for Entity Matching	May 5, 2023	Data IntegrationEntity Resolution	CodeCode Available	1
Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	May 1, 2023	Data IntegrationEntity Resolution	CodeCode Available	1
Pre-trained Embeddings for Entity Resolution: An Experimental Analysis [Experiment, Analysis & Benchmark]	Apr 24, 2023	BlockingDeep Learning	CodeCode Available	1
A Framework for Combining Entity Resolution and Query Answering in Knowledge Bases	Mar 13, 2023	AttributeEntity Resolution	—Unverified	0
Another Generic Setting for Entity Resolution: Basic Theory	Mar 12, 2023	Entity Resolution	—Unverified	0
SC-Block: Supervised Contrastive Blocking within Entity Resolution Pipelines	Mar 6, 2023	BlockingContrastive Learning	CodeCode Available	0
WDC Products: A Multi-Dimensional Entity Matching Benchmark	Jan 23, 2023	Contrastive LearningData Integration	CodeCode Available	1
KAER: A Knowledge Augmented Pre-Trained Language Model for Entity Resolution	Jan 12, 2023	Entity ResolutionGeneral Knowledge	—Unverified	0
PIZZA: A new benchmark for complex end-to-end task-oriented parsing	Dec 1, 2022	Entity Resolution	CodeCode Available	1

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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