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 401–425 of 735 papers

Title	Date	Tasks	Status
Knowledge-Rich Self-Supervision for Biomedical Entity Linking	Dec 15, 2021	Contrastive LearningEntity Linking	—Unverified
KNU CI System at SemEval-2018 Task4: Character Identification by Solving Sequence-Labeling Problem	Jun 1, 2018	Coreference ResolutionDecoder	—Unverified
Towards a Gold Standard Corpus for Variable Detection and Linking in Social Science Publications	May 1, 2018	Entity LinkingNatural Language Inference	—Unverified
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase	May 1, 2020	Entity LinkingKnowledge Graphs	—Unverified
Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking	Nov 11, 2021	Entity LinkingMulti-Task Learning	—Unverified
Benchmarking the Extraction and Disambiguation of Named Entities on the Semantic Web	May 1, 2014	BenchmarkingEntity Linking	—Unverified
Label Embedding for Zero-shot Fine-grained Named Entity Typing	Dec 1, 2016	Entity LinkingEntity Typing	—Unverified
Langforia: Language Pipelines for Annotating Large Collections of Documents	Dec 1, 2016	ArticlesDependency Parsing	—Unverified
Language and Domain Independent Entity Linking with Quantified Collective Validation	Sep 1, 2015	Dependency ParsingEntity Linking	—Unverified
Benchmarking Named Entity Disambiguation approaches for Streaming Graphs	Jul 14, 2014	BenchmarkingEntity Disambiguation	—Unverified
Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition	Mar 21, 2024	Entity Linkingfew-shot-ner	—Unverified
LATTE: Latent Type Modeling for Biomedical Entity Linking	Nov 21, 2019	Entity DisambiguationEntity Linking	—Unverified
Towards AMR-BR: A SemBank for Brazilian Portuguese Language	May 1, 2018	Entity LinkingMachine Reading Comprehension	—Unverified
Learning bilingual word embeddings with (almost) no bilingual data	Jul 1, 2017	Document ClassificationEntity Linking	—Unverified
Learning Cross-Context Entity Representations from Text	Jan 11, 2020	Entity LinkingLanguage Modeling	—Unverified
Learning Dense Representations for Entity Retrieval	Sep 23, 2019	Entity LinkingEntity Retrieval	—Unverified
A Biomedical Entity Extraction Pipeline for Oncology Health Records in Portuguese	Apr 18, 2023	Entity Linking	—Unverified
Benchmarking Diverse-Modal Entity Linking with Generative Models	May 27, 2023	BenchmarkingDecoder	—Unverified
Aggregated Semantic Matching for Short Text Entity Linking	Oct 1, 2018	Card GamesEntity Linking	—Unverified
Towards Confidence Estimation for Typed Protein-Protein Relation Extraction	Sep 1, 2017	Entity LinkingNamed Entity Recognition (NER)	—Unverified
Learning Entity Representation for Entity Disambiguation	Aug 1, 2013	DenoisingEntity Disambiguation	—Unverified
Learning from Natural Language Explanations for Generalizable Entity Matching	Jun 13, 2024	Binary ClassificationDomain Generalization	—Unverified
BELHD: Improving Biomedical Entity Linking with Homonoym Disambiguation	Jan 10, 2024	Contrastive LearningEntity Linking	—Unverified
A Framework for the Needs of Different Types of Users in Multilingual Semantic Enrichment	May 1, 2018	Entity LinkingMachine Translation	—Unverified
Learning to Select the Next Reasonable Mention for Entity Linking	Dec 8, 2021	Entity LinkingKnowledge Graphs	—Unverified

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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