Entity Linking on AIDA-CoNLL

Metric: Micro-F1 strong (higher is better)

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#	Model↕	Micro-F1 strong▼	Extra Data	Paper	Date↕	Code
1	SpEL-large (2023)	88.6	Yes	SpEL: Structured Prediction for Entity Linking	2023-10-23	Code
2	SpEL-base (2023)	88.1	Yes	SpEL: Structured Prediction for Entity Linking	2023-10-23	Code
3	FusionED	86.5	No	Entity Disambiguation via Fusion Entity Decoding	2024-04-02	-
4	ReLiK-Large	86.4	No	ReLiK: Retrieve and LinK, Fast and Accurate Enti...	2024-07-31	Code
5	Zhang et al. (2021)	85.8	No	EntQA: Entity Linking as Question Answering	2021-10-05	Code
6	De Cao et al. (2021b)	85.5	No	Highly Parallel Autoregressive Entity Linking wi...	2021-09-08	Code
7	ReLiK-Base	85.3	No	ReLiK: Retrieve and LinK, Fast and Accurate Enti...	2024-07-31	Code
8	ReFinED	84	Yes	ReFinED: An Efficient Zero-shot-capable Approach...	2022-07-08	Code
9	De Cao et al. (2021a)	83.7	Yes	Autoregressive Entity Retrieval	2020-10-02	Code
10	Kannan Ravi et al. (2021)	83.1	No	CHOLAN: A Modular Approach for Neural Entity Lin...	2021-01-25	Code
11	Kolitsas et al. (2018)	82.4	No	End-to-End Neural Entity Linking	2018-08-23	Code
12	Martins et al. (2019)	81.9	No	Joint Learning of Named Entity Recognition and E...	2019-07-18	-
13	van Hulst et al. (2020)	80.5	No	REL: An Entity Linker Standing on the Shoulders ...	2020-06-02	Code
14	Broscheit (2019)	79.3	Yes	Investigating Entity Knowledge in BERT with Simp...	2020-03-11	Code
15	Févry et al. (2020b)	76.7	No	Empirical Evaluation of Pretraining Strategies f...	2020-05-28	-
16	Peters et al. (2019)	73.7	No	Knowledge Enhanced Contextual Word Representations	2019-09-09	Code
17	Hoffart et al. (2011)	72.8	No	-	-	-

#1SpEL-large (2023)SOTA
88.6
Micro-F1 strong· Extra Data· 2023-10-23
SpEL: Structured Prediction for Entity Linking Code
#2SpEL-base (2023)
88.1
Micro-F1 strong· Extra Data· 2023-10-23
SpEL: Structured Prediction for Entity Linking Code
#3FusionED
86.5
Micro-F1 strong· 2024-04-02
Entity Disambiguation via Fusion Entity Decoding
#4ReLiK-Large
86.4
Micro-F1 strong· 2024-07-31
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget Code
#5Zhang et al. (2021)SOTA
85.8
Micro-F1 strong· 2021-10-05
EntQA: Entity Linking as Question Answering Code
#6De Cao et al. (2021b)SOTA
85.5
Micro-F1 strong· 2021-09-08
Highly Parallel Autoregressive Entity Linking with Discriminative Correction Code
#7ReLiK-Base
85.3
Micro-F1 strong· 2024-07-31
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget Code
#8ReFinED
84
Micro-F1 strong· Extra Data· 2022-07-08
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking Code
#9De Cao et al. (2021a)SOTA
83.7
Micro-F1 strong· Extra Data· 2020-10-02
Autoregressive Entity Retrieval Code
#10Kannan Ravi et al. (2021)
83.1
Micro-F1 strong· 2021-01-25
CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and Wikidata Code
#11Kolitsas et al. (2018)SOTA
82.4
Micro-F1 strong· 2018-08-23
End-to-End Neural Entity Linking Code
#12Martins et al. (2019)
81.9
Micro-F1 strong· 2019-07-18
Joint Learning of Named Entity Recognition and Entity Linking
#13van Hulst et al. (2020)
80.5
Micro-F1 strong· 2020-06-02
REL: An Entity Linker Standing on the Shoulders of Giants Code
#14Broscheit (2019)
79.3
Micro-F1 strong· Extra Data· 2020-03-11
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity Linking Code
#15Févry et al. (2020b)
76.7
Micro-F1 strong· 2020-05-28
Empirical Evaluation of Pretraining Strategies for Supervised Entity Linking
#16Peters et al. (2019)
73.7
Micro-F1 strong· 2019-09-09
Knowledge Enhanced Contextual Word Representations Code
#17Hoffart et al. (2011)
72.8
Micro-F1 strong
No paper