A performant,

cross-lingual

misogyny

detection

system.

Evalita 2018 - Torino

Angelo Basile

Chiara Rubagotti

why is it important to detect misogyny online?

Ma che cazzo ti ridi culona

off-the-shelf, cross-lingual, lean tool

n-grams

linear SVM model

abstract language-independent features

multi-lingual experiments

English and Italian

  • TRAIN Italian --> TEST English
  • TRAIN English --> TEST Italian
  • TRAIN Ita & Eng --> TEST Ita & Eng

again...

CLIC 2018

Bleaching

Results

Development results

Cross-lingual results

Findings

  • Bleaching works well both in- and cross-language for misogyny detection
  • Abstract representation might be used for other tasks
  • Italian always scores higher results than English
  • Further investigation is needed
boldrini


culona


merkel

trivia

github.com/anbasile/ami-partecipation

DOWNLOAD TRAINED MODEL

AMI_Evalita2018_BasileRubagotti

By crubagotti

AMI_Evalita2018_BasileRubagotti

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