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 451–475 of 735 papers

Title	Date	Tasks	Status
CM3: A Causal Masked Multimodal Model of the Internet	Jan 19, 2022	ArticlesEntity Disambiguation	—Unverified
Prix-LM: Pretraining for Multilingual Knowledge Base Construction	Nov 16, 2021	Bilingual Lexicon InductionCausal Language Modeling	—Unverified
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge	Apr 1, 2017	Common Sense ReasoningEntity Linking	—Unverified
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows	Sep 1, 2016	Efficient ExplorationEntity Linking	—Unverified
Proxy-based Zero-Shot Entity Linking by Effective Candidate Retrieval	Jan 30, 2023	Entity LinkingMetric Learning	—Unverified
Combining Mention Context and Hyperlinks from Wikipedia for Named Entity Disambiguation	Jun 1, 2015	Entity DisambiguationEntity Linking	—Unverified
Combining neural and knowledge-based approaches to Named Entity Recognition in Polish	Nov 26, 2018	Entity Linkingnamed-entity-recognition	—Unverified
QA Is the New KR: Question-Answer Pairs as Knowledge Bases	Jul 1, 2022	Entity LinkingPosition	—Unverified
Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It’s complicated!	Nov 1, 2020	Entity LinkingGraph Neural Network	—Unverified
Leveraging Abstract Meaning Representation for Knowledge Base Question Answering	Dec 3, 2020	Abstract Meaning RepresentationEntity Linking	—Unverified
Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking	Jul 6, 2021	Entity LinkingKnowledge Graphs	—Unverified
Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking	Jan 7, 2021	Entity LinkingMachine Reading Comprehension	—Unverified
Combining Open Source Annotators for Entity Linking through Weighted Voting	Jun 1, 2015	Entity LinkingNamed Entity Recognition (NER)	—Unverified
Recent Trends in Named Entity Recognition (NER)	Jan 25, 2021	Deep LearningEntity Linking	—Unverified
Recognizing and Extracting Cybersecurtity-relevant Entities from Text	Aug 2, 2022	Entity LinkingKnowledge Graphs	—Unverified
Recognizing UMLS Semantic Types with Deep Learning	Nov 1, 2019	Deep LearningEntity Linking	—Unverified
Recognizing Complex Entity Mentions: A Review and Future Directions	Jul 1, 2018	Entity LinkingNamed Entity Recognition (NER)	—Unverified
Reconnaissance d’entités nommées sur des sorties OCR bruitées : des pistes pour la désambiguïsation morphologique automatique (Resolution of entity linking issues on noisy OCR output : automatic disambiguation tracks)	Jun 1, 2022	Entity LinkingOptical Character Recognition (OCR)	—Unverified
Reddit Entity Linking Dataset	Jan 4, 2021	Entity Linking	—Unverified
Reducing the impact of out of vocabulary words in the translation of natural language questions into SPARQL queries	Nov 4, 2021	Entity LinkingMachine Translation	—Unverified
Relational Inference for Wikification	Oct 1, 2013	Coreference ResolutionEntity Linking	—Unverified
Resources and Evaluations for Danish Entity Resolution	Nov 1, 2021	coreference-resolutionCoreference Resolution	—Unverified
Retrieval-based Knowledge Augmented Vision Language Pre-training	Apr 27, 2023	Entity LinkingKnowledge Graphs	—Unverified
Retrieval, Re-ranking and Multi-task Learning for Knowledge-Base Question Answering	Apr 1, 2021	Entity LinkingInformation Retrieval	—Unverified
Retrieve and Re-rank: A Simple and Effective IR Approach to Simple Question Answering over Knowledge Graphs	Nov 1, 2018	Entity LinkingInformation Retrieval	—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 small	KILT-AC	0	—	Unverified
10	Multi-task DPR	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 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	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	chriskuei	KILT-AC	0	—	Unverified
9	Multi-task DPR	KILT-AC	0	—	Unverified
10	multi-task small	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	van Hulst et al. (2020)	Micro-F1	72.4	—	Unverified
6	Kolitsas et al. (2018)	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