Entity Linking

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

Papers

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Showing 651–700 of 735 papers

Title	Date	Tasks	Status
Improving Fine-grained Entity Typing with Entity Linking	Sep 26, 2019	Entity LinkingEntity Typing	CodeCode Available
Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological Tags	Aug 1, 2018	Entity LinkingKnowledge Base Population	CodeCode Available
Improving Zero-Shot Entity Linking Candidate Generation with Ultra-Fine Entity Type Information	Oct 1, 2022	Entity LinkingEntity Typing	CodeCode Available
In Media Res: A Corpus for Evaluating Named Entity Linking with Creative Works	Nov 1, 2020	Entity Linking	CodeCode Available
INSIGHTBUDDY-AI: Medication Extraction and Entity Linking using Large Language Models and Ensemble Learning	Sep 28, 2024	Clinical KnowledgeEnsemble Learning	CodeCode Available
Instructed Language Models with Retrievers Are Powerful Entity Linkers	Nov 6, 2023	Entity LinkingIn-Context Learning	CodeCode Available
Interactive Instance-based Evaluation of Knowledge Base Question Answering	Nov 1, 2018	Entity LinkingKnowledge Base Question Answering	CodeCode Available
Joint Coreference Resolution and Character Linking for Multiparty Conversation	Jan 27, 2021	coreference-resolutionCoreference Resolution	CodeCode Available
Joint Multilingual Supervision for Cross-lingual Entity Linking	Sep 20, 2018	Cross-Lingual Entity LinkingEntity Linking	CodeCode Available
KCAT: A Knowledge-Constraint Typing Annotation Tool	Jun 13, 2019	Entity LinkingEntity Typing	CodeCode Available
KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships	Nov 1, 2021	Entity LinkingEntity Typing	CodeCode Available
Knowledge Enhanced Contextual Word Representations	Sep 9, 2019	Entity LinkingEntity Typing	CodeCode Available
KnowledgeNet: A Benchmark Dataset for Knowledge Base Population	Nov 1, 2019	Entity LinkingKnowledge Base Population	CodeCode Available
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering	Sep 24, 2024	Entity LinkingGraph Question Answering	CodeCode Available
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking	Apr 18, 2022	cross-modal alignmentDocument AI	CodeCode Available
Learning Distributed Representations of Texts and Entities from Knowledge Base	May 6, 2017	Entity DisambiguationEntity Linking	CodeCode Available
Learning Dynamic Context Augmentation for Global Entity Linking	Sep 4, 2019	Entity DisambiguationEntity Linking	CodeCode Available
Learning Entity Linking Features for Emerging Entities	Aug 8, 2022	Entity Linking	CodeCode Available
Learning Text Representations for 500K Classification Tasks on Named Entity Disambiguation	Oct 1, 2018	AllData Augmentation	CodeCode Available
Learn to Not Link: Exploring NIL Prediction in Entity Linking	May 25, 2023	Entity LinkingPrediction	CodeCode Available
Low-Rank Subspaces for Unsupervised Entity Linking	Apr 18, 2021	Entity Linking	CodeCode Available
MAG: A Multilingual, Knowledge-base Agnostic and Deterministic Entity Linking Approach	Jul 17, 2017	Entity LinkingRetrieval	CodeCode Available
Mathematical Entities: Corpora and Benchmarks	Jun 17, 2024	Definition ExtractionEntity Linking	CodeCode Available
Medical Crossing: a Cross-lingual Evaluation of Clinical Entity Linking	Jun 1, 2022	Cross-Lingual TransferEntity Linking	CodeCode Available
MELO: An Evaluation Benchmark for Multilingual Entity Linking of Occupations	Oct 10, 2024	Entity LinkingSentence	CodeCode Available
MemeGraphs: Linking Memes to Knowledge Graphs	May 28, 2023	Entity LinkingKnowledge Graphs	CodeCode Available
MigrationsKB: A Knowledge Base of Public Attitudes towards Migrations and their Driving Factors	Aug 17, 2021	Entity LinkingHate Speech Detection	CodeCode Available
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories	Apr 23, 2018	Entity DisambiguationEntity Linking	CodeCode Available
Multi-level Matching Network for Multimodal Entity Linking	Dec 11, 2024	Contrastive LearningEntity Linking	CodeCode Available
Named Entity Recognition with Bidirectional LSTM-CNNs	Nov 26, 2015	Entity LinkingFeature Engineering	CodeCode Available
Natural Language Processing for Information Extraction	Jul 6, 2018	Articlescoreference-resolution	CodeCode Available
Neural Collective Entity Linking	Nov 21, 2018	Entity Linking	CodeCode Available
Neural Collective Entity Linking Based on Recurrent Random Walk Network Learning	Jun 20, 2019	Entity DisambiguationEntity Linking	CodeCode Available
Neural Semantic Parsing with Type Constraints for Semi-Structured Tables	Sep 1, 2017	DecoderEntity Linking	CodeCode Available
NLATool: an Application for Enhanced Deep Text Understanding	Aug 1, 2018	Coreference ResolutionEntity Linking	CodeCode Available
NLP Workbench: Efficient and Extensible Integration of State-of-the-art Text Mining Tools	Mar 2, 2023	Entity LinkingRelation Extraction	CodeCode Available
Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text	Jun 1, 2019	Entity LinkingImplicit Relations	CodeCode Available
On the Impact of Entity Linking in Microblog Real-Time Filtering	Nov 10, 2016	Entity LinkingRetrieval	CodeCode Available
OpenEL: An Annotated Corpus for Entity Linking and Discourse in Open Domain Dialogue	Jun 1, 2022	Articlescoreference-resolution	CodeCode Available
OpenTapioca: Lightweight Entity Linking for Wikidata	Apr 19, 2019	Entity Linking	CodeCode Available
Open-World Knowledge Graph Completion	Nov 9, 2017	Entity LinkingKnowledge Graph Completion	CodeCode Available
Optimal Transport Guided Correlation Assignment for Multimodal Entity Linking	Jun 4, 2024	Entity LinkingKnowledge Distillation	CodeCode Available
PARMA: A Predicate Argument Aligner	Aug 1, 2013	Coreference ResolutionEntity Linking	CodeCode Available
Parmesan: mathematical concept extraction for education	Jul 13, 2023	ArticlesDefinition Extraction	CodeCode Available
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs	Aug 31, 2020	Entity DisambiguationEntity Linking	CodeCode Available
Posthoc Verification and the Fallibility of the Ground Truth	Jun 2, 2021	Entity Linking	CodeCode Available
Prix-LM: Pretraining for Multilingual Knowledge Base Construction	Oct 16, 2021	Bilingual Lexicon InductionCausal Language Modeling	CodeCode Available
Probabilistic Bag-Of-Hyperlinks Model for Entity Linking	Sep 8, 2015	Entity DisambiguationEntity Linking	CodeCode Available
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding	Oct 19, 2023	Entity LinkingGraph Question Answering	CodeCode Available
Put It Back: Entity Typing with Language Model Enhancement	Oct 1, 2018	Entity LinkingEntity Typing	CodeCode Available

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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