Word Sense Disambiguation on Supervised:

Metric: Senseval 2 (higher is better)

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#	Model↕	Senseval 2▼	Extra Data	Paper	Date↕	Code
1	SANDWiCH	87.8	No	SANDWiCH: Semantical Analysis of Neighbours for ...	2025-03-07	Code
2	GlossGPT	86.1	No	-	-	Code
3	ConSeC+WNGC	82.7	No	-	-	Code
4	ESR+WNGC	82.5	No	-	-	Code
5	ConSeC	82.3	No	-	-	Code
6	ESCHER SemCor	81.7	No	-	-	Code
7	ESR	81.3	No	-	-	Code
8	EWISER+WNGC	80.8	No	-	-	Code
9	SemCor+WNGC, hypernyms	79.7	No	Sense Vocabulary Compression through the Semanti...	2019-05-14	Code
10	SparseLMMS+WNGC	79.6	No	-	-	-
11	BEM	79.4	No	-	-	-
12	EWISER	78.9	No	-	-	Code
13	ARES	78	No	-	-	-
14	SparseLMMS	77.9	No	-	-	-
15	GlossBERT	77.7	No	GlossBERT: BERT for Word Sense Disambiguation wi...	2019-08-20	Code
16	BERT (linear projection)	75.5	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
17	SemCor+WNGT, vocabulary reduced, ensemble	75.15	No	Improving the Coverage and the Generalization Ab...	2018-11-02	-
18	BERT (nearest neighbour)	73.8	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
19	supWSD<sub>emb</sub>	72.7	No	-	-	-
20	GAS<sub>ext</sub>	72.2	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
21	GAS	72	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
22	Bi-LSTM<sub>att+LEX</sub>	72	No	-	-	-
23	Bi-LSTM<sub>att+LEX+POS</sub>	72	No	-	-	-
24	context2vec	71.8	No	-	-	-
25	ELMo	71.6	No	Deep contextualized word representations	2018-02-15	Code
26	supWSD	71.3	No	-	-	-
27	MFS baseline	65.6	No	-	-	-

#1SANDWiCHSOTA
87.8
Senseval 2· 2025-03-07
SANDWiCH: Semantical Analysis of Neighbours for Disambiguating Words in Context ad Hoc Code
#2GlossGPT
86.1
Senseval 2
No paperCode
#3ConSeC+WNGC
82.7
Senseval 2
No paperCode
#4ESR+WNGC
82.5
Senseval 2
No paperCode
#5ConSeC
82.3
Senseval 2
No paperCode
#6ESCHER SemCor
81.7
Senseval 2
No paperCode
#7ESR
81.3
Senseval 2
No paperCode
#8EWISER+WNGC
80.8
Senseval 2
No paperCode
#9SemCor+WNGC, hypernymsSOTA
79.7
Senseval 2· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation Code
#10SparseLMMS+WNGC
79.6
Senseval 2
No paper
#11BEM
79.4
Senseval 2
No paper
#12EWISER
78.9
Senseval 2
No paperCode
#13ARES
78
Senseval 2
No paper
#14SparseLMMS
77.9
Senseval 2
No paper
#15GlossBERT
77.7
Senseval 2· 2019-08-20
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Code
#16BERT (linear projection)
75.5
Senseval 2· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#17SemCor+WNGT, vocabulary reduced, ensembleSOTA
75.15
Senseval 2· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#18BERT (nearest neighbour)
73.8
Senseval 2· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#19supWSDemb
72.7
Senseval 2
No paper
#20GASextSOTA
72.2
Senseval 2· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#21GAS
72
Senseval 2· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#22Bi-LSTMatt+LEX
72
Senseval 2
No paper
#23Bi-LSTMatt+LEX+POS
72
Senseval 2
No paper
#24context2vec
71.8
Senseval 2
No paper
#25ELMoSOTA
71.6
Senseval 2· 2018-02-15
Deep contextualized word representations Code
#26supWSD
71.3
Senseval 2
No paper
#27MFS baseline
65.6
Senseval 2
No paper