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SensEval 3 Task 1
Word Sense Disambiguation on SensEval 3 Task 1
Metric: F1 (higher is better)
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Model
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F1
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Extra Data
Paper
Date
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Code
1
SemCor+WNGC, hypernyms
77.8
No
Sense Vocabulary Compression through the Semanti...
2019-05-14
Code
2
LSTMLP (T:SemCor, U:1K)
71.8
No
Semi-supervised Word Sense Disambiguation with N...
2016-03-22
-
3
LSTMLP (T:SemCor, U:OMSTI)
71.1
No
Semi-supervised Word Sense Disambiguation with N...
2016-03-22
-
4
LSTMLP (T:OMSTI, U:1K)
71
No
Semi-supervised Word Sense Disambiguation with N...
2016-03-22
-
5
GASext (Concatenation)
70.5
No
Incorporating Glosses into Neural Word Sense Dis...
2018-05-21
Code
6
GAS (Concatenation)
70.2
No
Incorporating Glosses into Neural Word Sense Dis...
2018-05-21
Code
7
SemCor+WNGT, vocabulary reduced, ensemble
70.11
No
Improving the Coverage and the Generalization Ab...
2018-11-02
-
8
GASext (Linear)
70.1
No
Incorporating Glosses into Neural Word Sense Dis...
2018-05-21
Code
9
GAS (Linear)
70
No
Incorporating Glosses into Neural Word Sense Dis...
2018-05-21
Code
10
LSTM (T:SemCor)
69.2
No
Semi-supervised Word Sense Disambiguation with N...
2016-03-22
-
11
LSTM (T:OMSTI)
64.3
No
Semi-supervised Word Sense Disambiguation with N...
2016-03-22
-
#1
SemCor+WNGC, hypernyms
SOTA
77.8
F1
· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation
Code
#2
LSTMLP (T:SemCor, U:1K)
SOTA
71.8
F1
· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#3
LSTMLP (T:SemCor, U:OMSTI)
71.1
F1
· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#4
LSTMLP (T:OMSTI, U:1K)
71
F1
· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#5
GASext (Concatenation)
70.5
F1
· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation
Code
#6
GAS (Concatenation)
70.2
F1
· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation
Code
#7
SemCor+WNGT, vocabulary reduced, ensemble
70.11
F1
· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#8
GASext (Linear)
70.1
F1
· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation
Code
#9
GAS (Linear)
70
F1
· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation
Code
#10
LSTM (T:SemCor)
69.2
F1
· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models
#11
LSTM (T:OMSTI)
64.3
F1
· 2016-03-22
Semi-supervised Word Sense Disambiguation with Neural Models