Word Sense Disambiguation on Supervised:

Metric: SemEval 2013 (higher is better)

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Results

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#	Model↕	SemEval 2013▼	Extra Data	Paper	Date↕	Code
1	SANDWiCH	92.6	No	SANDWiCH: Semantical Analysis of Neighbours for ...	2025-03-07	Code
2	ConSeC+WNGC	85.2	No	-	-	Code
3	ConSeC	83.2	No	-	-	Code
4	ESR+WNGC	82.3	No	-	-	Code
5	ESCHER SemCor	82.2	No	-	-	Code
6	ESR	81.5	No	-	-	Code
7	EWISER+WNGC	80.7	No	-	-	Code
8	BEM	79.7	No	-	-	-
9	SparseLMMS+WNGC	79.4	No	-	-	-
10	EWISER	78.9	No	-	-	Code
11	SemCor+WNGC, hypernyms	78.7	No	Sense Vocabulary Compression through the Semanti...	2019-05-14	Code
12	ARES	77.3	No	-	-	-
13	SparseLMMS	76.1	No	-	-	-
14	GlossBERT	76.1	No	GlossBERT: BERT for Word Sense Disambiguation wi...	2019-08-20	Code
15	GlossGPT	75.4	No	-	-	Code
16	SemCor+WNGT, vocabulary reduced, ensemble	72.63	No	Improving the Coverage and the Generalization Ab...	2018-11-02	-
17	BERT (linear projection)	71.1	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
18	BERT (nearest neighbour)	69.2	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
19	GAS<sub>ext</sub>	67.2	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
20	Bi-LSTM<sub>att+LEX+POS</sub>	66.9	No	-	-	-
21	supWSD<sub>emb</sub>	66.8	No	-	-	-
22	GAS	66.7	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
23	Bi-LSTM<sub>att+LEX</sub>	66.4	No	-	-	-
24	ELMo	66.2	No	Deep contextualized word representations	2018-02-15	Code
25	supWSD	65.8	No	-	-	-
26	context2vec	65.6	No	-	-	-
27	MFS baseline	63.8	No	-	-	-

#1SANDWiCHSOTA
92.6
SemEval 2013· 2025-03-07
SANDWiCH: Semantical Analysis of Neighbours for Disambiguating Words in Context ad Hoc Code
#2ConSeC+WNGC
85.2
SemEval 2013
No paperCode
#3ConSeC
83.2
SemEval 2013
No paperCode
#4ESR+WNGC
82.3
SemEval 2013
No paperCode
#5ESCHER SemCor
82.2
SemEval 2013
No paperCode
#6ESR
81.5
SemEval 2013
No paperCode
#7EWISER+WNGC
80.7
SemEval 2013
No paperCode
#8BEM
79.7
SemEval 2013
No paper
#9SparseLMMS+WNGC
79.4
SemEval 2013
No paper
#10EWISER
78.9
SemEval 2013
No paperCode
#11SemCor+WNGC, hypernymsSOTA
78.7
SemEval 2013· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation Code
#12ARES
77.3
SemEval 2013
No paper
#13SparseLMMS
76.1
SemEval 2013
No paper
#14GlossBERT
76.1
SemEval 2013· 2019-08-20
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Code
#15GlossGPT
75.4
SemEval 2013
No paperCode
#16SemCor+WNGT, vocabulary reduced, ensembleSOTA
72.63
SemEval 2013· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#17BERT (linear projection)
71.1
SemEval 2013· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#18BERT (nearest neighbour)
69.2
SemEval 2013· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#19GASextSOTA
67.2
SemEval 2013· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#20Bi-LSTMatt+LEX+POS
66.9
SemEval 2013
No paper
#21supWSDemb
66.8
SemEval 2013
No paper
#22GAS
66.7
SemEval 2013· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#23Bi-LSTMatt+LEX
66.4
SemEval 2013
No paper
#24ELMoSOTA
66.2
SemEval 2013· 2018-02-15
Deep contextualized word representations Code
#25supWSD
65.8
SemEval 2013
No paper
#26context2vec
65.6
SemEval 2013
No paper
#27MFS baseline
63.8
SemEval 2013
No paper