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 76–100 of 735 papers

Title	Date	Tasks	Status	Hype
A Dual-way Enhanced Framework from Text Matching Point of View for Multimodal Entity Linking	Dec 19, 2023	Entity LinkingText Matching	CodeCode Available	0
Improving Biomedical Entity Linking with Retrieval-enhanced Learning	Dec 15, 2023	Contrastive LearningEntity Linking	CodeCode Available	0
An Evaluation Framework for Mapping News Headlines to Event Classes in a Knowledge Graph	Dec 4, 2023	Entity LinkingNatural Language Inference	CodeCode Available	0
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs	Nov 27, 2023	Entity LinkingKnowledge Graph Completion	CodeCode Available	1
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction	Nov 15, 2023	Entity Linkinggraph construction	—Unverified	0
Knowledge Graph Construction in Power Distribution Networks	Nov 15, 2023	Entity Linkinggraph construction	—Unverified	0
Instructed Language Models with Retrievers Are Powerful Entity Linkers	Nov 6, 2023	Entity LinkingIn-Context Learning	CodeCode Available	0
Integrating curation into scientific publishing to train AI models	Oct 31, 2023	ArticlesEntity Linking	CodeCode Available	0
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset	Oct 24, 2023	Entity Linkingnamed-entity-recognition	CodeCode Available	1
SpEL: Structured Prediction for Entity Linking	Oct 23, 2023	Entity LinkingPrediction	CodeCode Available	1
A Read-and-Select Framework for Zero-shot Entity Linking	Oct 19, 2023	Entity DisambiguationEntity Linking	CodeCode Available	0
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding	Oct 19, 2023	Entity LinkingGraph Question Answering	CodeCode Available	0
Revisiting Sparse Retrieval for Few-shot Entity Linking	Oct 19, 2023	Entity LinkingRetrieval	CodeCode Available	0
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction	Oct 17, 2023	Entity LinkingKey Information Extraction	CodeCode Available	1
A New Approach Towards Autoformalization	Oct 12, 2023	Entity LinkingMathematical Proofs	CodeCode Available	0
DRIN: Dynamic Relation Interactive Network for Multimodal Entity Linking	Oct 9, 2023	Entity LinkingRelation	CodeCode Available	0
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features	Sep 21, 2023	ArticlesEntity Linking	—Unverified	0
DBLPLink: An Entity Linker for the DBLP Scholarly Knowledge Graph	Sep 14, 2023	Entity EmbeddingsEntity Linking	CodeCode Available	0
Biomedical Entity Linking with Triple-aware Pre-Training	Aug 28, 2023	Entity LinkingQuestion Answering	—Unverified	0
BELB: a Biomedical Entity Linking Benchmark	Aug 22, 2023	Entity Linking	CodeCode Available	0
Improving Few-shot and Zero-shot Entity Linking with Coarse-to-Fine Lexicon-based Retriever	Aug 7, 2023	Entity LinkingRetrieval	—Unverified	0
Boosting Adverse Drug Event Normalization on Social Media: General-Purpose Model Initialization and Biomedical Semantic Text Similarity Benefit Zero-Shot Linking in Informal Contexts	Jul 31, 2023	Entity LinkingSTS	—Unverified	0
Multi-Grained Multimodal Interaction Network for Entity Linking	Jul 19, 2023	Contrastive LearningDescriptive	CodeCode Available	1
DocTr: Document Transformer for Structured Information Extraction in Documents	Jul 16, 2023	Entity LinkingSemantic entity labeling	—Unverified	0
Parmesan: mathematical concept extraction for education	Jul 13, 2023	ArticlesDefinition Extraction	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