zpwiki/pages/topics/hatespeech/README.md

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title category tag
Hate Speech
project
hatespeech
nlp
nlm

Hate Speech Scientific Project

Goal:

  • To be able to recognize parts of text that contains hate or vulgarisms.

Possible applications:

  • Management of discussion forums / detection of spam or abuse.
  • "Postprocessing" for biased generative language models - preventing to generate inapropriate responses.

Plan:

  • Perform a review of the state-of-the-art
  • Pick established (english) corpora
  • Formalize the problem - classification of sentiment, recognition of topic, keyword selection,
  • Propose a preliminary system, repeat existing approach.
  • Create small evaluation set in Slovak
  • Try multilingual/crosslingual approach. Possibility of machine translation.
  • Annotate a bigger Slovak Corpus
  • Recognize and publish scientific contribution

Futire Tasks:

In progress tasks:

  • Annotate a Facebook Dataset. Use some other guidelines. e.g. sentence-level annotation, for context sensitive hate.
  • Prepare existing Slovak Twitter dataaset, train evaluate a model.

Finished tasks:

  • Perform preliminary experiments with HS detection (Bulburu)
  • Prepare an anotation infrastructure for Facebook data annotation (Ferko)
  • Gather Facebook data and prepare for annotation. (Ferko)

People:

Former participants:

Links: