Entity Disambiguation

Entity Disambiguation is the task of linking mentions of ambiguous entities to their referent entities in a knowledge base such as Wikipedia.

Source: Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 156 papers

Title	Date	Tasks	Status
Disambiguation of Company names via Deep Recurrent Networks	Mar 7, 2023	Active LearningEntity Disambiguation	CodeCode Available
Universal Knowledge Graph Embeddings	Oct 23, 2023	Entity DisambiguationGraph Embedding	CodeCode Available
DeepType: Multilingual Entity Linking by Neural Type System Evolution	Feb 3, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories	Apr 23, 2018	Entity DisambiguationEntity Linking	CodeCode Available
Multilingual Autoregressive Entity Linking	Mar 23, 2021	Entity DisambiguationEntity Linking	CodeCode Available
EntGPT: Linking Generative Large Language Models with Knowledge Bases	Feb 9, 2024	Entity DisambiguationEntity Linking	CodeCode Available
A Recurrent Model for Collective Entity Linking with Adaptive Features	Apr 3, 2020	Deep LearningEntity Disambiguation	CodeCode Available
Studying the Wikipedia Hyperlink Graph for Relatedness and Disambiguation	Mar 5, 2015	Entity Disambiguation	CodeCode Available
EntEval: A Holistic Evaluation Benchmark for Entity Representations	Aug 31, 2019	Entity DisambiguationEntity Typing	CodeCode Available
Entity Synonym Discovery via Multipiece Bilateral Context Matching	Dec 31, 2018	Entity Disambiguation	CodeCode Available
Personalized Page Rank for Named Entity Disambiguation	May 1, 2015	Entity DisambiguationKnowledge Base Construction	CodeCode Available
Named Entity Disambiguation for Noisy Text	Jun 28, 2017	Entity DisambiguationEntity Embeddings	CodeCode Available
Enriching Social Science Research via Survey Item Linking	Dec 20, 2024	BenchmarkingEntity Disambiguation	CodeCode Available
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs	Aug 31, 2020	Entity DisambiguationEntity Linking	CodeCode Available
Named Entity Disambiguation using Deep Learning on Graphs	Oct 22, 2018	Deep LearningEntity Disambiguation	CodeCode Available
TempEL: Linking Dynamically Evolving and Newly Emerging Entities	Feb 5, 2023	Entity DisambiguationEntity Linking	CodeCode Available
Collective Entity Disambiguation with Structured Gradient Tree Boosting	Feb 28, 2018	Entity Disambiguation	CodeCode Available
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation	Jan 6, 2016	Entity DisambiguationEntity Linking	CodeCode Available
Biomedical Interpretable Entity Representations	Jun 17, 2021	Entity DisambiguationRepresentation Learning	CodeCode Available
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge Base	May 1, 2022	Conversational Question AnsweringEntity Disambiguation	CodeCode Available
End-to-End Neural Entity Linking	Aug 23, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available
Probabilistic Bag-Of-Hyperlinks Model for Entity Linking	Sep 8, 2015	Entity DisambiguationEntity Linking	CodeCode Available
Unsupervised Named Entity Disambiguation for Low Resource Domains	Dec 13, 2024	AvgEntity Disambiguation	CodeCode Available
Uncovering the Semantics of Wikipedia Categories	Jun 28, 2019	Entity DisambiguationKnowledge Graphs	CodeCode Available
Neural Collective Entity Linking Based on Recurrent Random Walk Network Learning	Jun 20, 2019	Entity DisambiguationEntity Linking	CodeCode Available

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All datasets AIDA-CoNLL MSNBC WNED-CWEB WNED-WIKI ACE2004 AQUAINT TAC2010 Mewsli-9 ShadowLink-Shadow ShadowLink-Top

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Bootleg	Micro-F1	96.8	—	Unverified
2	confidence-order	In-KB Accuracy	95	—	Unverified
3	DCA-SL + Triples	In-KB Accuracy	94.94	—	Unverified
4	DeepType	In-KB Accuracy	94.88	—	Unverified
5	NTEE	In-KB Accuracy	94.7	—	Unverified
6	DCA-SL (2019)(et al., [2019c])	In-KB Accuracy	94.64	—	Unverified
7	Fang et al. (2019) (et al., [2019e])	In-KB Accuracy	94.3	—	Unverified
8	This work+CtxLSTMs+LDC+MPCM	In-KB Accuracy	94	—	Unverified
9	ReFinED	In-KB Accuracy	93.9	—	Unverified
10	Chen et al. (2020) (et al, 2020)	In-KB Accuracy	93.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	confidence-order	Micro-F1	96.3	—	Unverified
2	KBED	Micro-F1	94.8	—	Unverified
3	ReFinED	Micro-F1	94.4	—	Unverified
4	GENRE	Micro-F1	94.3	—	Unverified
5	Global	Micro-F1	93.7	—	Unverified
6	NER4EL	Micro-F1	89.2	—	Unverified
7	ReFinED	Micro-F1	71.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReFinED	Micro-F1	79.4	—	Unverified
2	confidence-order	Micro-F1	78.9	—	Unverified
3	KBED	Micro-F1	78.2	—	Unverified
4	Global	Micro-F1	77.9	—	Unverified
5	GENRE	Micro-F1	77.3	—	Unverified
6	MEP	Micro-F1	76.2	—	Unverified
7	NER4EL	Micro-F1	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	90.4	—	Unverified
2	confidence-order	Micro-F1	89.1	—	Unverified
3	ReFinED	Micro-F1	88.7	—	Unverified
4	GENRE	Micro-F1	87.4	—	Unverified
5	MEP	Micro-F1	86.2	—	Unverified
6	Glonal	Micro-F1	77.5	—	Unverified
7	NER4EL	Micro-F1	64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	93.4	—	Unverified
2	confidence-order	Micro-F1	91.9	—	Unverified
3	ReFinED	Micro-F1	91.6	—	Unverified
4	NER4EL	Micro-F1	91.3	—	Unverified
5	GENRE	Micro-F1	90.1	—	Unverified
6	Global	Micro-F1	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	confidence-order	Micro-F1	93.5	—	Unverified
2	KBED	Micro-F1	92.6	—	Unverified
3	ReFinED	Micro-F1	91.8	—	Unverified
4	GENRE	Micro-F1	89.9	—	Unverified
5	Global	Micro-F1	88.5	—	Unverified
6	NER4EL	Micro-F1	69.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepType	Micro Precision	90.85	—	Unverified
2	NTEE	Micro Precision	87.7	—	Unverified
3	This work+CtxLSTMs+LDC+MPCM	Micro Precision	87.4	—	Unverified
4	Wikipedia2Vec	Micro Precision	85.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mGENRE	Micro Precision	90.6	—	Unverified
2	Model F+	Micro Precision	89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	47.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	64.2	—	Unverified