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 101–110 of 184 papers

Title	Date	Tasks	Status
A Study on Entity Resolution for Email Conversations	May 1, 2020	Entity Resolution	—Unverified
Author Name Disambiguation in Bibliographic Databases: A Survey	Apr 14, 2020	ClusteringEntity Resolution	—Unverified
Clustering with Fast, Automated and Reproducible assessment applied to longitudinal neural tracking	Mar 19, 2020	ClusteringEntity Resolution	—Unverified
The STEM-ECR Dataset: Grounding Scientific Entity References in STEM Scholarly Content to Authoritative Encyclopedic and Lexicographic Sources	Mar 2, 2020	Entity Extraction using GANEntity Linking	—Unverified
Crowdsourced Collective Entity Resolution with Relational Match Propagation	Feb 21, 2020	AttributeEntity Resolution	CodeCode Available
Pre-Training for Query Rewriting in A Spoken Language Understanding System	Feb 13, 2020	Entity ResolutionFriction	—Unverified
Towards Interpretable and Learnable Risk Analysis for Entity Resolution	Dec 6, 2019	BIG-bench Machine LearningEntity Resolution	—Unverified
Entity resolution for noisy ASR transcripts	Nov 1, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
d-blink: Distributed End-to-End Bayesian Entity Resolution	Sep 13, 2019	BlockingEntity Resolution	CodeCode Available
Accelerating Column Generation via Flexible Dual Optimal Inequalities with Application to Entity Resolution	Sep 12, 2019	ClusteringEntity Resolution	CodeCode Available

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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