Propagation of emotions, arousal and polarity inWordNet using Heterogeneous Structured Synset Embeddings

 
CLARIN-PL
  Authors
Kocoń, Jan ; Janz, Arkadiusz ; Riegel, Monika ; Wierzba, Małgorzata ; Marchewka, Artur ; Czoska, Agnieszka ; Grimling, Damian ; Konat, Barbara ; Juszczyn, Konrad ; Klessa, Katarzyna ; Piasecki, Maciej
 Date issued
2019-07-01
 Type
languageDescription
 Language(s)
English
 Description
In this paper we present a novel method for emotive propagation in a wordnet based on a large emotive seed. We introduce a sense-level emotive lexicon annotated with polarity, arousal and emotions. The data were annotated as a part of a large study involving over 20,000 participants. A total of 30,000 lexical units in Polish WordNet were described with metadata, each unit received about 50 annotations concerning polarity, arousal and 8 basic emotions, marked on a multilevel scale. We present a preliminary approach to propagating emotive metadata to unlabeled lexical units based on the distribution of manual annotations using logistic regression and description of mixed synset embeddings based on our Heterogeneous Structured Synset Embeddings.
 Publisher
Global Wordnet Association
 Subject(s)
emotive propagation wordnet
 Collection(s)
CLARIN-PL
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