Post on 27-Jun-2020
(pistol)
(shooting)
(to shoot)
(species)
(crossbow)(kind)
(family)
(plant)
(coriander)
(cilantro)
(celery)
(garlic)
Isometric mapping of sense-clustersfound for "лук"("bow", "onion")
Automated WordNet ConstructionUsing Word Embeddings
Mikhail Khodak, Andrej Risteski, Christiane Fellbaum, Sanjeev AroraComputer Science Department, Princeton University
assign a scoreto each
candidate synset
flagstone
flag
slab
TargetWord
get translations of target word using a
bilingual dictionary or machine translation (MT)
get set of candidate synsetsby querying PrincetonWordNet (PWN) using
translations of
Translations
MT + PWN SynsetScoring
ThresholdMatching
return all synsetswith score abovea threshold
Candidates SynsetScore
Threshold 0.41
flag.n.01
flag.n.04
flag.n.06
flag.n.07
iris.n.01
masthead.n.01
pin.n.08
slab.n.01
score = 0.280
score = 0.222
score = 0.360
score = 0.161
score = 0.200
score = 0.195
score = 0.251
score = 0.521
Contributions:
Wordnet Libre du Français (WOLF) [4]
Universal Wordnet [5]
Extended Open Multilingual
Wordnet [6]
Synset Representation
Synset Representation
+ Sense Clusters
F-Score of Synset Matching for French and Russian
Isometric mapping of sense-clusters found for "fox"
[1] Fellbaum, MIT Press.[2] Arora et al., ICLR 2017.[3] Arora et al., arXiv 2016.
[4] Sagot and Fišer, LREC 2008.[5] de Melo and Weikum, CIKM 2009.[6] Bond and Foster, ACL 2013.
PrincetonWordNet
French-EnglishDictionary
French word
'dalle'
��������
correct synsets:flag.n.06 -slab.n.01 �
retrieved synsets:slab.n.01 �
Synset Representation:
Sense Clusters: