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