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Word Sense Disambiguation
벤치마크
Word Sense Disambiguation on SensEval 3 Task 1
11개 결과 ·
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F1
64.3
67.67
71.05
74.42
77.8
2016-03
2026-09
LSTMLP (T:SemCor, U:1K) — 71.8 (2016-03-22)
LSTMLP (T:SemCor, U:OMSTI) — 71.1 (2016-03-22)
LSTMLP (T:OMSTI, U:1K) — 71.0 (2016-03-22)
LSTM (T:SemCor) — 69.2 (2016-03-22)
LSTM (T:OMSTI) — 64.3 (2016-03-22)
GASext (Concatenation) — 70.5 (2018-05-21)
GAS (Concatenation) — 70.2 (2018-05-21)
GASext (Linear) — 70.1 (2018-05-21)
GAS (Linear) — 70.0 (2018-05-21)
SemCor+WNGT, vocabulary reduced, ensemble — 70.11 (2018-11-02)
SemCor+WNGC, hypernyms — 77.8 (2019-05-14)
LSTMLP (T:SemCor, U:1K) — 71.8 (2016-03-22)
SemCor+WNGC, hypernyms — 77.8 (2019-05-14)
2016-03-22 — LSTMLP (T:SemCor, U:1K): F1 71.8
2019-05-14 — SemCor+WNGC, hypernyms: F1 77.8
Rank
Model
F1
Paper
Code
Year
1
SemCor+WNGC, hypernyms
77.8
Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation
getalp/disambiguate
·
Gozzo18/WSD-Final-Homework---NLP
2019
2
LSTMLP (T:SemCor, U:1K)
71.8
Semi-supervised Word Sense Disambiguation with Neural Models
2016
3
LSTMLP (T:SemCor, U:OMSTI)
71.1
Semi-supervised Word Sense Disambiguation with Neural Models
2016
4
LSTMLP (T:OMSTI, U:1K)
71.0
Semi-supervised Word Sense Disambiguation with Neural Models
2016
5
GASext (Concatenation)
70.5
Incorporating Glosses into Neural Word Sense Disambiguation
jimiyulu/WSD_MemNN
2018
6
GAS (Concatenation)
70.2
Incorporating Glosses into Neural Word Sense Disambiguation
jimiyulu/WSD_MemNN
2018
7
SemCor+WNGT, vocabulary reduced, ensemble
70.11
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships
2018
8
GASext (Linear)
70.1
Incorporating Glosses into Neural Word Sense Disambiguation
jimiyulu/WSD_MemNN
2018
9
GAS (Linear)
70.0
Incorporating Glosses into Neural Word Sense Disambiguation
jimiyulu/WSD_MemNN
2018
10
LSTM (T:SemCor)
69.2
Semi-supervised Word Sense Disambiguation with Neural Models
2016
11
LSTM (T:OMSTI)
64.3
Semi-supervised Word Sense Disambiguation with Neural Models
2016
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