Personal-ITY: A Novel YouTube-based Corpus for Personality Prediction in Italian

Elisa Bassignana, Malvina Nissim, Viviana Patti

Publikation: Konference artikel i Proceeding eller bog/rapport kapitelKonferencebidrag i proceedingsForskningpeer review

Abstract

We present a novel corpus for personality prediction in Italian, containing a
larger number of authors and a different genre compared to previously available
resources. The corpus is built exploiting Distant Supervision, assigning Myers-
Briggs Type Indicator (MBTI) labels to YouTube comments, and can lend itself to
a variety of experiments. We report on preliminary experiments on Personal-ITY,
which can serve as a baseline for future work, showing that some types are easier
to predict than others, and discussing the perks of cross-dataset prediction.
OriginalsprogEngelsk
TitelSeventh Italian Conference on Computational Linguistics
ForlagAssociation for Computational Linguistics
Publikationsdato2020
StatusUdgivet - 2020
Udgivet eksterntJa
BegivenhedSeventh Italian Conference on Computational Linguistics - Bologna, Italien
Varighed: 1 mar. 20213 mar. 2021
http://clic2020.ilc.cnr.it/en/home-2/?ujci4tgnr78ybub/n28j8c0awe

Konference

KonferenceSeventh Italian Conference on Computational Linguistics
Land/OmrådeItalien
ByBologna
Periode01/03/202103/03/2021
Internetadresse

Emneord

  • personality prediction
  • Italian corpus
  • Myers-Briggs Type Indicator
  • YouTube comments
  • distant supervision

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