Word Sense Disambiguation on Supervised:

Metric: Senseval 3 (higher is better)

LeaderboardDataset

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#	Model↕	Senseval 3▼	Extra Data	Paper	Date↕	Code
1	SANDWiCH	85.7	No	SANDWiCH: Semantical Analysis of Neighbours for ...	2025-03-07	Code
2	GlossGPT	82.9	No	-	-	Code
3	ConSeC+WNGC	81	No	-	-	Code
4	ESR+WNGC	80.2	No	-	-	Code
5	ConSeC	79.9	No	-	-	Code
6	ESR	79.9	No	-	-	Code
7	EWISER+WNGC	79	No	-	-	Code
8	EWISER	78.4	No	-	-	Code
9	ESCHER SemCor	77.8	No	-	-	Code
10	SemCor+WNGC, hypernyms	77.8	No	Sense Vocabulary Compression through the Semanti...	2019-05-14	Code
11	SparseLMMS	77.8	No	-	-	-
12	BEM	77.4	No	-	-	-
13	SparseLMMS+WNGC	77.3	No	-	-	-
14	ARES	77.1	No	-	-	-
15	GlossBERT	75.2	No	GlossBERT: BERT for Word Sense Disambiguation wi...	2019-08-20	Code
16	BERT (linear projection)	73.6	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
17	BERT (nearest neighbour)	71.6	No	Improved Word Sense Disambiguation Using Pre-Tra...	2019-10-01	Code
18	supWSD<sub>emb</sub>	70.6	No	-	-	-
19	GAS<sub>ext</sub>	70.5	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
20	SemCor+WNGT, vocabulary reduced, ensemble	70.11	No	Improving the Coverage and the Generalization Ab...	2018-11-02	-
21	GAS	70	No	Incorporating Glosses into Neural Word Sense Dis...	2018-05-21	Code
22	ELMo	69.6	No	Deep contextualized word representations	2018-02-15	Code
23	Bi-LSTM<sub>att+LEX</sub>	69.4	No	-	-	-
24	Bi-LSTM<sub>att+LEX+POS</sub>	69.1	No	-	-	-
25	context2vec	69.1	No	-	-	-
26	supWSD	68.8	No	-	-	-
27	MFS baseline	66	No	-	-	-

#1SANDWiCHSOTA
85.7
Senseval 3· 2025-03-07
SANDWiCH: Semantical Analysis of Neighbours for Disambiguating Words in Context ad Hoc Code
#2GlossGPT
82.9
Senseval 3
No paperCode
#3ConSeC+WNGC
81
Senseval 3
No paperCode
#4ESR+WNGC
80.2
Senseval 3
No paperCode
#5ConSeC
79.9
Senseval 3
No paperCode
#6ESR
79.9
Senseval 3
No paperCode
#7EWISER+WNGC
79
Senseval 3
No paperCode
#8EWISER
78.4
Senseval 3
No paperCode
#9ESCHER SemCor
77.8
Senseval 3
No paperCode
#10SemCor+WNGC, hypernymsSOTA
77.8
Senseval 3· 2019-05-14
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation Code
#11SparseLMMS
77.8
Senseval 3
No paper
#12BEM
77.4
Senseval 3
No paper
#13SparseLMMS+WNGC
77.3
Senseval 3
No paper
#14ARES
77.1
Senseval 3
No paper
#15GlossBERT
75.2
Senseval 3· 2019-08-20
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Code
#16BERT (linear projection)
73.6
Senseval 3· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#17BERT (nearest neighbour)
71.6
Senseval 3· 2019-10-01
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Code
#18supWSDemb
70.6
Senseval 3
No paper
#19GASextSOTA
70.5
Senseval 3· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#20SemCor+WNGT, vocabulary reduced, ensemble
70.11
Senseval 3· 2018-11-02
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
#21GAS
70
Senseval 3· 2018-05-21
Incorporating Glosses into Neural Word Sense Disambiguation Code
#22ELMoSOTA
69.6
Senseval 3· 2018-02-15
Deep contextualized word representations Code
#23Bi-LSTMatt+LEX
69.4
Senseval 3
No paper
#24Bi-LSTMatt+LEX+POS
69.1
Senseval 3
No paper
#25context2vec
69.1
Senseval 3
No paper
#26supWSD
68.8
Senseval 3
No paper
#27MFS baseline
66
Senseval 3
No paper