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

PID

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.

Identifier
PID http://hdl.handle.net/11321/983
Metadata Access https://clarin-pl.eu/oai/request?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai:clarin-pl.eu:11321/983
Provenance
Creator Kocoń, Jan; Janz, Arkadiusz; Riegel, Monika; Wierzba, Małgorzata; Marchewka, Artur; Czoska, Agnieszka; Grimling, Damian; Konat, Barbara; Juszczyn, Konrad; Klessa, Katarzyna; Piasecki, Maciej
Publisher Global Wordnet Association
Publication Year 2019
Rights Creative Commons - Attribution 4.0 International (CC BY 4.0); https://creativecommons.org/licenses/by/4.0/; CC
OpenAccess true
Contact clarin-pl(at)pwr.edu.pl
Representation
Language English
Resource Type languageDescription
Format text/plain; charset=utf-8; application/pdf; downloadable_files_count: 1
Discipline Linguistics