zpwiki/pages/topics/hatespeech/README.md

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---
title: Hate Speech
category: [project]
tag: [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
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- Recognize and publish scientific contribution
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Future Tasks:
- Evaluate existing multilingual model. E.G. https://huggingface.co/Andrazp/multilingual-hate-speech-robacofi
- Translate existing English dataset into Slovak. Use OPUS English Slovak Marian NMT model. Train Slovak munolingual model.
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- Train or finetune or prompt a large langauge model.
In progress tasks:
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- Annotate a Twitter Dataset. Possible guidelines are: https://developers.perspectiveapi.com/s/about-the-api-training-data?language=en_US
- 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:
- Ján Staš
- Daniel Hládek
- Zuzana Sokolová
- [Vladimír Ferko](/students/2021/vladimir_ferko)
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- [Tetiana Mohorian](/students/2022/tetiana_mohorian)
- [Patrik Pokrivčák](/students/2019/patrik_pokrivcak)
Former participants:
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- [Sevval Bulburu](/interns/sevval_bulburu)
- [Manohar Gowdru Shridharu](/students/2021/manohar_gowdru_shridharu)
Links:
- https://europeanonlinehatelab.com/
- https://hatespeechdata.com/
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- https://oznacuj-dezinfo.kinit.sk/