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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 31–40 of 156 papers

Title	Date	Tasks	Status	Hype	Score
A Read-and-Select Framework for Zero-shot Entity Linking	Oct 19, 2023	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Collective Entity Disambiguation with Structured Gradient Tree Boosting	Feb 28, 2018	Entity Disambiguation	CodeCode Available	0	5
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation	Jan 6, 2016	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Learning Text Representations for 500K Classification Tasks on Named Entity Disambiguation	Oct 1, 2018	AllData Augmentation	CodeCode Available	0	5
Exploring Partial Knowledge Base Inference in Biomedical Entity Linking	Mar 18, 2023	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Boosting Entity Linking Performance by Leveraging Unlabeled Documents	Jun 4, 2019	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Biomedical Interpretable Entity Representations	Jun 17, 2021	Entity DisambiguationRepresentation Learning	CodeCode Available	0	5
Entity Disambiguation with Web Links	Jan 1, 2015	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Benchmarking Scalable Methods for Streaming Cross Document Entity Coreference	Aug 1, 2021	BenchmarkingClustering	CodeCode Available	0	5
EntGPT: Linking Generative Large Language Models with Knowledge Bases	Feb 9, 2024	Entity DisambiguationEntity Linking	CodeCode Available	0	5

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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