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Models/SemCor+WNGT, vocabulary reduced, ensemble

SemCor+WNGT, vocabulary reduced, ensemble

Reported on 11 benchmarks across 1 task · 1 paper · 9 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing11 results

Word Sense DisambiguationonSupervised:
SemEval 2007· 2018-11-02
66.81
best: 80.9 (SANDWiCH)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSupervised:
SemEval 2013· 2018-11-02
72.63
best: 92.6 (SANDWiCH)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSupervised:
SemEval 2015· 2018-11-02
74.46
best: 91.5 (SANDWiCH)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSupervised:
Senseval 2· 2018-11-02
75.15
best: 87.8 (SANDWiCH)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSensEval 2
F1· 2018-11-02
75.15
best: 79.7 (SemCor+WNGC, hypernyms)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSemEval 2013 Task 12
F1· 2018-11-02
72.63
best: 78.7 (SemCor+WNGC, hypernyms)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSemEval 2015 Task 13
F1· 2018-11-02
74.46
best: 82.6 (SemCor+WNGC, hypernyms)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSemEval 2007 Task 7
F1· 2018-11-02
86.02
best: 90.4 (SemCor+WNGC, hypernyms)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSemEval 2007 Task 17
F1· 2018-11-02
66.81
best: 73.4 (SemCor+WNGC, hypernyms)
SOTA
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSupervised:
Senseval 3· 2018-11-02
70.11
best: 85.7 (SANDWiCH)
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960
Word Sense DisambiguationonSensEval 3 Task 1
F1· 2018-11-02
70.11
best: 77.8 (SemCor+WNGC, hypernyms)
Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships arXiv:1811.00960