Entity Disambiguation on AIDA-CoNLL

Metric: In-KB Accuracy (higher is better)

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#	Model↕	In-KB Accuracy▼	Extra Data	Paper	Date↕	Code
1	confidence-order	95	No	Global Entity Disambiguation with BERT	2019-09-01	Code
2	DCA-SL + Triples	94.94	No	Evaluating the Impact of Knowledge Graph Context...	2020-08-12	Code
3	DeepType	94.88	No	DeepType: Multilingual Entity Linking by Neural ...	2018-02-03	Code
4	NTEE	94.7	No	Learning Distributed Representations of Texts an...	2017-05-06	Code
5	DCA-SL (2019)(et al., [2019c])	94.64	No	Learning Dynamic Context Augmentation for Global...	2019-09-04	Code
6	Fang et al. (2019) (et al., [2019e])	94.3	No	Joint Entity Linking with Deep Reinforcement Lea...	2019-02-01	-
7	This work+CtxLSTMs+LDC+MPCM	94	No	Neural Cross-Lingual Entity Linking	2017-12-05	-
8	ReFinED	93.9	Yes	ReFinED: An Efficient Zero-shot-capable Approach...	2022-07-08	Code
9	Chen et al. (2020) (et al, 2020)	93.54	No	Improving Entity Linking by Modeling Latent Enti...	2020-01-06	-
10	GENRE	93.3	No	Autoregressive Entity Retrieval	2020-10-02	Code
11	Wikipedia2Vec-GBRT	93.1	No	Joint Learning of the Embedding of Words and Ent...	2016-01-06	Code
12	ELDEN	93	No	-	-	Code
13	NER4EL	92.5	No	-	-	Code
14	Global	92.22	No	Deep Joint Entity Disambiguation with Local Neur...	2017-04-17	Code
15	Wikipedia2Vec	91.5	No	Joint Learning of the Embedding of Words and Ent...	2016-01-06	Code
16	KBED	90.4	Yes	Improving Entity Disambiguation by Reasoning ove...	2022-07-08	Code
17	Le& Titov (2019) (Le and Titov, 2019)	89.66	No	Boosting Entity Linking Performance by Leveragin...	2019-06-04	Code
18	Hoffart et al.	82.29	No	-	-	-

#1confidence-orderSOTA
95
In-KB Accuracy· 2019-09-01
Global Entity Disambiguation with BERT Code
#2DCA-SL + Triples
94.94
In-KB Accuracy· 2020-08-12
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation Models Code
#3DeepTypeSOTA
94.88
In-KB Accuracy· 2018-02-03
DeepType: Multilingual Entity Linking by Neural Type System Evolution Code
#4NTEESOTA
94.7
In-KB Accuracy· 2017-05-06
Learning Distributed Representations of Texts and Entities from Knowledge Base Code
#5DCA-SL (2019)(et al., [2019c])
94.64
In-KB Accuracy· 2019-09-04
Learning Dynamic Context Augmentation for Global Entity Linking Code
#6Fang et al. (2019) (et al., [2019e])
94.3
In-KB Accuracy· 2019-02-01
Joint Entity Linking with Deep Reinforcement Learning
#7This work+CtxLSTMs+LDC+MPCM
94
In-KB Accuracy· 2017-12-05
Neural Cross-Lingual Entity Linking
#8ReFinED
93.9
In-KB Accuracy· Extra Data· 2022-07-08
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking Code
#9Chen et al. (2020) (et al, 2020)
93.54
In-KB Accuracy· 2020-01-06
Improving Entity Linking by Modeling Latent Entity Type Information
#10GENRE
93.3
In-KB Accuracy· 2020-10-02
Autoregressive Entity Retrieval Code
#11Wikipedia2Vec-GBRTSOTA
93.1
In-KB Accuracy· 2016-01-06
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation Code
#12ELDEN
93
In-KB Accuracy
No paperCode
#13NER4EL
92.5
In-KB Accuracy
No paperCode
#14Global
92.22
In-KB Accuracy· 2017-04-17
Deep Joint Entity Disambiguation with Local Neural Attention Code
#15Wikipedia2Vec
91.5
In-KB Accuracy· 2016-01-06
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation Code
#16KBED
90.4
In-KB Accuracy· Extra Data· 2022-07-08
Improving Entity Disambiguation by Reasoning over a Knowledge Base Code
#17Le& Titov (2019) (Le and Titov, 2019)
89.66
In-KB Accuracy· 2019-06-04
Boosting Entity Linking Performance by Leveraging Unlabeled Documents Code
#18Hoffart et al.
82.29
In-KB Accuracy
No paper