Word Sense Disambiguation on Supervised:

Metric: SemEval 2015 (higher is better)

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Results

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#	Model↕	SemEval 2015▼	Extra Data	Paper	Date↕	Code
1	SANDWiCH	91.5	No	SANDWiCH: Semantical Analysis of Neighbours for ...	2025-03-07	Code
2	ConSeC+WNGC	87.5	No	-	-	Code
3	ESR+WNGC	85.3	No	-	-	Code
4	ConSeC	85.2	No	-	-	Code
5	ESR	84.1	No	-	-	Code
6	ESCHER SemCor	83.2	No	-	-	Code
7	ARES	83.2	No	-	-	-
8	GlossGPT	83	No	-	-	Code
9	SemCor+WNGC, hypernyms	82.6	No	Sense Vocabulary Compression through the Semanti...	2019-05-14	Code
10	EWISER+WNGC	81.8	No	-	-	Code
11	BEM	81.7	No	-	-	-
12	SparseLMMS+WNGC	81.3	No	-	-	-
13	GlossBERT	80.4	No	GlossBERT: BERT for Word Sense Disambiguation wi...	2019-08-20	Code
14	EWISER	79.3	No	-	-	Code
15	SparseLMMS	77.5	No	-	-	-
16	BERT (linear projection)	76.2	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
17	SemCor+WNGT, vocabulary reduced, ensemble	74.46	No	Improving the Coverage and the Generalization Ab...	2018-11-02	-
18	BERT (nearest neighbour)	74.4	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
19	GAS<sub>ext</sub>	72.6	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
20	Bi-LSTM<sub>att+LEX</sub>	72.4	No	-	-	-
21	context2vec	71.9	No	-	-	-
22	supWSD<sub>emb</sub>	71.8	No	-	-	-
23	GAS	71.6	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
24	Bi-LSTM<sub>att+LEX+POS</sub>	71.5	No	-	-	-
25	ELMo	71.3	No	Deep contextualized word representations	2018-02-15	Code
26	supWSD	70	No	-	-	-
27	MFS baseline	67.1	No	-	-	-

#1SANDWiCHSOTA
91.5
SemEval 2015· 2025-03-07
SANDWiCH: Semantical Analysis of Neighbours for Disambiguating Words in Context ad Hoc Code
#2ConSeC+WNGC
87.5
SemEval 2015
No paperCode
#3ESR+WNGC
85.3
SemEval 2015
No paperCode
#4ConSeC
85.2
SemEval 2015
No paperCode
#5ESR
84.1
SemEval 2015
No paperCode
#6ESCHER SemCor
83.2
SemEval 2015
No paperCode
#7ARES
83.2
SemEval 2015
No paper
#8GlossGPT
83
SemEval 2015
No paperCode
#9SemCor+WNGC, hypernymsSOTA
82.6
SemEval 2015· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation Code
#10EWISER+WNGC
81.8
SemEval 2015
No paperCode
#11BEM
81.7
SemEval 2015
No paper
#12SparseLMMS+WNGC
81.3
SemEval 2015
No paper
#13GlossBERT
80.4
SemEval 2015· 2019-08-20
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Code
#14EWISER
79.3
SemEval 2015
No paperCode
#15SparseLMMS
77.5
SemEval 2015
No paper
#16BERT (linear projection)
76.2
SemEval 2015· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#17SemCor+WNGT, vocabulary reduced, ensembleSOTA
74.46
SemEval 2015· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#18BERT (nearest neighbour)
74.4
SemEval 2015· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#19GASextSOTA
72.6
SemEval 2015· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#20Bi-LSTMatt+LEX
72.4
SemEval 2015
No paper
#21context2vec
71.9
SemEval 2015
No paper
#22supWSDemb
71.8
SemEval 2015
No paper
#23GAS
71.6
SemEval 2015· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#24Bi-LSTMatt+LEX+POS
71.5
SemEval 2015
No paper
#25ELMoSOTA
71.3
SemEval 2015· 2018-02-15
Deep contextualized word representations Code
#26supWSD
70
SemEval 2015
No paper
#27MFS baseline
67.1
SemEval 2015
No paper