Word Sense Disambiguation on SemEval 2013 Task 12

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	SemCor+WNGC, hypernyms	78.7	No	Sense Vocabulary Compression through the Semanti...	2019-05-14	Code
2	SemCor+WNGT, vocabulary reduced, ensemble	72.63	No	Improving the Coverage and the Generalization Ab...	2018-11-02	-
3	LSTMLP (T:SemCor, U:1K)	69.5	No	Semi-supervised Word Sense Disambiguation with N...	2016-03-22	-
4	LSTMLP (T:OMSTI, U:1K)	68.1	No	Semi-supervised Word Sense Disambiguation with N...	2016-03-22	-
5	LSTMLP (T:SemCor, U:OMSTI)	67.9	No	Semi-supervised Word Sense Disambiguation with N...	2016-03-22	-
6	LSTM (T:OMSTI)	67.3	No	Semi-supervised Word Sense Disambiguation with N...	2016-03-22	-
7	GASext (Concatenation)	67.2	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
8	GASext (Linear)	67.1	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
9	GAS (Concatenation)	67	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
10	LSTM (T:SemCor)	67	No	Semi-supervised Word Sense Disambiguation with N...	2016-03-22	-
11	GAS (Linear)	66.7	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
12	ShotgunWSD 2.0	63.05	No	ShotgunWSD: An unsupervised algorithm for global...	2017-07-25	-

#1SemCor+WNGC, hypernymsSOTA
78.7
F1· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation Code
#2SemCor+WNGT, vocabulary reduced, ensembleSOTA
72.63
F1· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#3LSTMLP (T:SemCor, U:1K)SOTA
69.5
F1· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#4LSTMLP (T:OMSTI, U:1K)
68.1
F1· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#5LSTMLP (T:SemCor, U:OMSTI)
67.9
F1· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#6LSTM (T:OMSTI)
67.3
F1· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#7GASext (Concatenation)
67.2
F1· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#8GASext (Linear)
67.1
F1· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#9GAS (Concatenation)
67
F1· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#10LSTM (T:SemCor)
67
F1· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#11GAS (Linear)
66.7
F1· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#12ShotgunWSD 2.0
63.05
F1· 2017-07-25
ShotgunWSD: An unsupervised algorithm for global word sense disambiguation inspired by DNA sequencing