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 151–175 of 184 papers

Title	Date	Tasks	Status	Hype
Clustering Via Crowdsourcing	Apr 7, 2016	ClusteringEntity Resolution	—Unverified	0
Fast Learning from Distributed Datasets without Entity Matching	Mar 13, 2016	Entity Resolution	—Unverified	0
Exploiting Lists of Names for Named Entity Identification of Financial Institutions from Unstructured Documents	Feb 14, 2016	Entity Resolutionnamed-entity-recognition	—Unverified	0
ERBlox: Combining Matching Dependencies with Machine Learning for Entity Resolution	Feb 7, 2016	AttributeBIG-bench Machine Learning	—Unverified	0
Microclustering: When the Cluster Sizes Grow Sublinearly with the Size of the Data Set	Dec 2, 2015	ClusteringEntity Resolution	—Unverified	0
A Practioner's Guide to Evaluating Entity Resolution Results	Sep 14, 2015	ClusteringEntity Resolution	CodeCode Available	1
Performance Bounds for Pairwise Entity Resolution	Sep 10, 2015	BIG-bench Machine LearningEntity Resolution	—Unverified	0
ERBlox: Combining Matching Dependencies with Machine Learning for Entity Resolution	Aug 25, 2015	AttributeBIG-bench Machine Learning	—Unverified	0
Markov Logic Networks for Natural Language Question Answering	Jul 10, 2015	Entity ResolutionQuestion Answering	—Unverified	0
Semantically Smooth Knowledge Graph Embedding	Jul 1, 2015	Entity ResolutionGraph Embedding	—Unverified	0
SPINOZA\_VU: An NLP Pipeline for Cross Document TimeLines	Jun 1, 2015	Entity Resolution	—Unverified	0
Plato: A Selective Context Model for Entity Resolution	Jan 1, 2015	Entity LinkingEntity Resolution	—Unverified	0
Resolution of Difficult Pronouns Using the ROSS Method	Nov 15, 2014	Entity ResolutionNatural Language Understanding	—Unverified	0
Validation of Matching	Oct 31, 2014	Entity Resolution	—Unverified	0
Variational Bayes for Merging Noisy Databases	Oct 17, 2014	Bayesian InferenceEntity Resolution	—Unverified	0
Learning Alternative Name Spellings	May 7, 2014	Entity ResolutionMachine Translation	—Unverified	0
Improving Entity Linking using Surface Form Refinement	May 1, 2014	Entity LinkingEntity Resolution	—Unverified	0
Can Crowdsourcing be used for Effective Annotation of Arabic?	May 1, 2014	Entity ResolutionMultiple-choice	—Unverified	0
Lexicon Infused Phrase Embeddings for Named Entity Resolution	Apr 22, 2014	Entity ResolutionForm	—Unverified	0
A Hybrid Disambiguation Measure for Inaccurate Cultural Heritage Data	Apr 1, 2014	Entity Resolution	—Unverified	0
Principled Graph Matching Algorithms for Integrating Multiple Data Sources	Feb 3, 2014	Combinatorial OptimizationData Integration	—Unverified	0
Graph-based Approaches for Organization Entity Resolution in MapReduce	Oct 1, 2013	Entity Resolution	—Unverified	0
Joint Bootstrapping of Corpus Annotations and Entity Types	Oct 1, 2013	Entity Resolution	—Unverified	0
Deriving Adjectival Scales from Continuous Space Word Representations	Oct 1, 2013	Entity ResolutionLanguage Modelling	—Unverified	0
Entity Linking for Tweets	Aug 1, 2013	Entity LinkingEntity Resolution	—Unverified	0

Show:10 25 50

← PrevPage 7 of 8Next →

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