Entity Linking

Assigning a unique identity to entities (such as famous individuals, locations, or companies) mentioned in text (Source: Wikipedia).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 501–525 of 735 papers

Title	Date	Tasks	Status	Hype
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available	0
Epitran: Precision G2P for Many Languages	May 1, 2018	Entity Linking	—Unverified	0
Transforming Wikipedia into a Large-Scale Fine-Grained Entity Type Corpus	May 1, 2018	Entity LinkingEntity Typing	—Unverified	0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base Triples	May 1, 2018	Entity LinkingKnowledge Base Population	CodeCode Available	0
Semantic Relatedness of Wikipedia Concepts -- Benchmark Data and a Working Solution	May 1, 2018	Entity LinkingLearning-To-Rank	—Unverified	0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language	May 1, 2018	Entity LinkingMachine Reading Comprehension	—Unverified	0
Towards a Gold Standard Corpus for Variable Detection and Linking in Social Science Publications	May 1, 2018	Entity LinkingNatural Language Inference	—Unverified	0
FastSense: An Efficient Word Sense Disambiguation Classifier	May 1, 2018	Entity LinkingText Classification	—Unverified	0
A Framework for the Needs of Different Types of Users in Multilingual Semantic Enrichment	May 1, 2018	Entity LinkingMachine Translation	—Unverified	0
Sanaphor++: Combining Deep Neural Networks with Semantics for Coreference Resolution	May 1, 2018	coreference-resolutionCoreference Resolution	—Unverified	0
A High-Quality Gold Standard for Citation-based Tasks	May 1, 2018	Entity LinkingEntity Resolution	—Unverified	0
Framing Named Entity Linking Error Types	May 1, 2018	Entity LinkingKnowledge Base Population	CodeCode Available	0
Improving Entity Linking by Modeling Latent Relations between Mentions	Apr 27, 2018	Entity Linking	CodeCode Available	1
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories	Apr 23, 2018	Entity DisambiguationEntity Linking	CodeCode Available	0
Stylistic Variation in Social Media Part-of-Speech Tagging	Apr 19, 2018	Entity LinkingMixture-of-Experts	—Unverified	0
Microblog Topic Identification using Linked Open Data	Apr 6, 2018	Entity LinkingTopic Models	—Unverified	0
IDEL: In-Database Entity Linking with Neural Embeddings	Mar 13, 2018	Entity LinkingRetrieval	—Unverified	0
DeepType: Multilingual Entity Linking by Neural Type System Evolution	Feb 3, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available	0
EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs	Jan 11, 2018	Entity LinkingKnowledge Graphs	CodeCode Available	0
Neural Cross-Lingual Entity Linking	Dec 5, 2017	Cross-Lingual Entity LinkingEntity Disambiguation	—Unverified	0
One for All: Towards Language Independent Named Entity Linking	Dec 5, 2017	AllEntity Linking	—Unverified	0
Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks	Dec 5, 2017	Entity LinkingKnowledge Graphs	—Unverified	0
Graph Centrality Measures for Boosting Popularity-Based Entity Linking	Nov 30, 2017	Entity Linkinggraph construction	—Unverified	0
Open-World Knowledge Graph Completion	Nov 9, 2017	Entity LinkingKnowledge Graph Completion	CodeCode Available	0
BENGAL: An Automatic Benchmark Generator for Entity Recognition and Linking	Oct 24, 2017	Entity Linkingnamed-entity-recognition	CodeCode Available	0

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All datasets AIDA-CoNLL KILT: AIDA-YAGO2 KILT: WNED-CWEB KILT: WNED-WIKI Derczynski MSNBC EC-FUNSD N3-Reuters-128 OKE-2015 OKE-2016 KORE50 CoNLL-Aida

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SpEL-large (2023)	Micro-F1 strong	88.6	—	Unverified
2	SpEL-base (2023)	Micro-F1 strong	88.1	—	Unverified
3	FusionED	Micro-F1 strong	86.5	—	Unverified
4	ReLiK-Large	Micro-F1 strong	86.4	—	Unverified
5	Zhang et al. (2021)	Micro-F1 strong	85.8	—	Unverified
6	De Cao et al. (2021b)	Micro-F1 strong	85.5	—	Unverified
7	ReLiK-Base	Micro-F1 strong	85.3	—	Unverified
8	ReFinED	Micro-F1 strong	84	—	Unverified
9	De Cao et al. (2021a)	Micro-F1 strong	83.7	—	Unverified
10	Kannan Ravi et al. (2021)	Micro-F1 strong	83.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GENRE	KILT-AC	89.85	—	Unverified
2	BLINK	KILT-AC	81.54	—	Unverified
3	BART	KILT-AC	77.55	—	Unverified
4	BART + DPR	KILT-AC	75.49	—	Unverified
5	T5-base	KILT-AC	74.05	—	Unverified
6	RAG	KILT-AC	72.62	—	Unverified
7	multitask	KILT-AC	66.75	—	Unverified
8	Multitask DPR + BART	KILT-AC	24.67	—	Unverified
9	Multi-task DPR	KILT-AC	0	—	Unverified
10	multi-task small	KILT-AC	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GENRE	KILT-AC	71.22	—	Unverified
2	BLINK	KILT-AC	68.77	—	Unverified
3	T5-base	KILT-AC	49.29	—	Unverified
4	BART	KILT-AC	49.16	—	Unverified
5	RAG	KILT-AC	47.61	—	Unverified
6	multitask	KILT-AC	47.45	—	Unverified
7	BART + DPR	KILT-AC	46.87	—	Unverified
8	Multi-task DPR	KILT-AC	0	—	Unverified
9	chriskuei	KILT-AC	0	—	Unverified
10	multi-task small	KILT-AC	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GENRE	KILT-AC	87.44	—	Unverified
2	BLINK	KILT-AC	80.24	—	Unverified
3	RAG	KILT-AC	48.07	—	Unverified
4	T5-base	KILT-AC	47.13	—	Unverified
5	multitask	KILT-AC	46.68	—	Unverified
6	BART	KILT-AC	45.91	—	Unverified
7	BART + DPR	KILT-AC	45.2	—	Unverified
8	multi-task small	KILT-AC	0	—	Unverified
9	chriskuei	KILT-AC	0	—	Unverified
10	Multi-task DPR	KILT-AC	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FusionED	Micro-F1 strong	56.8	—	Unverified
2	ReLiK-Large	Micro-F1	56.3	—	Unverified
3	ReLiK-Base	Micro-F1	55.6	—	Unverified
4	De Cao et al. (2021a)	Micro-F1	54.1	—	Unverified
5	ReFinED	Micro-F1	50.7	—	Unverified
6	van Hulst et al. (2020)	Micro-F1	41.1	—	Unverified
7	Kolitsas et al. (2018)	Micro-F1	34.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Kannan Ravi et al. (2021)	Micro-F1	83.4	—	Unverified
2	ReLiK-Large	Micro-F1	75	—	Unverified
3	De Cao et al. (2021a)	Micro-F1	73.7	—	Unverified
4	FusionED	Micro-F1 strong	73.6	—	Unverified
5	Kolitsas et al. (2018)	Micro-F1	72.4	—	Unverified
6	van Hulst et al. (2020)	Micro-F1	72.4	—	Unverified
7	ReLiK-Base	Micro-F1	72.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RORE (GeoLayoutLM)	F1	87.42	—	Unverified
2	GeoLayoutLM	F1	86.18	—	Unverified
3	RORE (GeoLayoutLM)	F1	84.34	—	Unverified
4	GeoLayoutLM	F1	83.62	—	Unverified
5	RORE (LayoutLMv3-large)	F1	79.33	—	Unverified
6	RORE (LayoutLMv3-base)	F1	73.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReFinED	Micro-F1	58.1	—	Unverified
2	E2E	Micro-F1	54.6	—	Unverified
3	FusionED	Micro-F1 strong	53.1	—	Unverified
4	ReLiK-Large	Micro-F1	51.7	—	Unverified
5	ReLiK-Base	Micro-F1	48.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	E2E	Micro-F1	66.9	—	Unverified
2	ReLiK-Large	Micro-F1	65.1	—	Unverified
3	ReFinED	Micro-F1	65	—	Unverified
4	ReLiK-Base	Micro-F1	62.5	—	Unverified
5	FusionED	Micro-F1 strong	62.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReFinED	Micro-F1	59.5	—	Unverified
2	E2E	Micro-F1	58.4	—	Unverified
3	ReLiK-Large	Micro-F1	57.2	—	Unverified
4	FusionED	Micro-F1 strong	56.6	—	Unverified
5	ReLiK-Base	Micro-F1	52.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReLiK-Large	Micro-F1	72.8	—	Unverified
2	ReLiK-Base	Micro-F1	68	—	Unverified
3	ReFinED	Micro-F1	65.9	—	Unverified
4	FusionED	Micro-F1 strong	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RELIC + CoNLL-Aida tuning	Accuracy	94.9	—	Unverified
2	Raiman & Raiman 2018	Accuracy	94.9	—	Unverified
3	Radhakrishnan et al. 2018	Accuracy	93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ArboEL	Accuracy	75.73	—	Unverified
2	ArboEL-dual	Accuracy	72.19	—	Unverified
3	BioBART	Accuracy	71.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReLiK-Large	Micro-F1	43	—	Unverified
2	FusionED	Micro-F1 strong	41.6	—	Unverified
3	ReLiK-Base	Micro-F1	41.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Raiman & Raiman 2018	Accuracy	90.9	—	Unverified
2	RELIC + CoNLL-Aida tuning	Accuracy	89.8	—	Unverified
3	Radhakrishnan et al. 2018	Accuracy	89.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SpEL-large (2023)	Micro-F1 strong	77.5	—	Unverified
2	SpEL-base (2023)	Micro-F1 strong	73.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Sieve-based+SapBERT	F1-score (strict)	0.83	—	Unverified
2	Sieve-based	F1-score (strict)	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SINGU_GROUP	F1	70.51	—	Unverified
2	SERA	F1	65.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SemEHR+WS (rules+BlueBERT) with tuning number of training data	F1	0.71	—	Unverified
2	SemEHR+WS (rules+BlueBERT)	F1	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SemEHR+WS (rules+BlueBERT) with tuning number of training data	F1	0.86	—	Unverified
2	SemEHR+WS (rules+BlueBERT)	F1	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReFinED	F1	89.1	—	Unverified
2	VCG	F1	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	transformers	Task 1 Accuracy: all	77.8	—	Unverified
2	CTLR	Task 1 Accuracy: all	76.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ArboEL	Unnormalized Accuracy	62.53	—	Unverified
2	ArboEL-dual	Unnormalized Accuracy	51.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ERNIE	Accuracy	57.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	baseline	F1	26.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SemEHR+WS (rules+BlueBERT) with tuning number of training data	F1	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReLiK-Large	Micro-F1	85.1	—	Unverified