A study of Hate Speech in Social Media during the COVID-19 outbreak
In pandemic situations, hate speech propagates in social media, new forms of stigmatization arise and new groups are targeted with this kind of speech. In this short article, we present work in progress on the study of hate speech in Spanish tweets related to newspaper articles about the COVID-19 p...
Guardado en:
| Autores principales: | , , , , , , , , |
|---|---|
| Formato: | conferenceObject |
| Lenguaje: | Inglés |
| Publicado: |
2020
|
| Materias: | |
| Acceso en línea: | http://hdl.handle.net/11086/16293 https://openreview.net/forum?id=01eOESDhbSW |
| Aporte de: |
| id |
I10-R14111086-16293 |
|---|---|
| record_format |
dspace |
| institution |
Universidad Nacional de Córdoba |
| institution_str |
I-10 |
| repository_str |
R-141 |
| collection |
Repositorio Digital Universitario (UNC) |
| language |
Inglés |
| topic |
COVID-19 Coronavirus SARS-CoV-2 Pandemia Aislamiento social Cuarentena Hate speech Social media Machine learning |
| spellingShingle |
COVID-19 Coronavirus SARS-CoV-2 Pandemia Aislamiento social Cuarentena Hate speech Social media Machine learning Cotik, Viviana Debandi, Natalia Luque, Franco Miguel, Paula Moro, Agustín Pérez, Juan Manuel Serrati, Pablo Zajac, Joaquín Zayat, Demián A study of Hate Speech in Social Media during the COVID-19 outbreak |
| topic_facet |
COVID-19 Coronavirus SARS-CoV-2 Pandemia Aislamiento social Cuarentena Hate speech Social media Machine learning |
| description |
In pandemic situations, hate speech propagates in social media, new forms of stigmatization arise and new groups are targeted with this kind of speech.
In this short article, we present work in progress on the study of hate speech in Spanish tweets related to newspaper articles about the COVID-19 pandemic.
We cover two main aspects: The construction of a new corpus annotated for hate speech in Spanish tweets, and the analysis of the collected data in order to answer questions from the social field, aided by modern computational tools.
Definitions and progress are presented in both aspects. For the corpus, we introduce the data collection process, the annotation schema and criteria, and the data statement. For the analysis, we present our goals and its associated questions. We also describe the definition and training of a hate speech classifier, and present preliminary results using it. |
| format |
conferenceObject |
| author |
Cotik, Viviana Debandi, Natalia Luque, Franco Miguel, Paula Moro, Agustín Pérez, Juan Manuel Serrati, Pablo Zajac, Joaquín Zayat, Demián |
| author_facet |
Cotik, Viviana Debandi, Natalia Luque, Franco Miguel, Paula Moro, Agustín Pérez, Juan Manuel Serrati, Pablo Zajac, Joaquín Zayat, Demián |
| author_sort |
Cotik, Viviana |
| title |
A study of Hate Speech in Social Media during the COVID-19 outbreak |
| title_short |
A study of Hate Speech in Social Media during the COVID-19 outbreak |
| title_full |
A study of Hate Speech in Social Media during the COVID-19 outbreak |
| title_fullStr |
A study of Hate Speech in Social Media during the COVID-19 outbreak |
| title_full_unstemmed |
A study of Hate Speech in Social Media during the COVID-19 outbreak |
| title_sort |
study of hate speech in social media during the covid-19 outbreak |
| publishDate |
2020 |
| url |
http://hdl.handle.net/11086/16293 https://openreview.net/forum?id=01eOESDhbSW |
| work_keys_str_mv |
AT cotikviviana astudyofhatespeechinsocialmediaduringthecovid19outbreak AT debandinatalia astudyofhatespeechinsocialmediaduringthecovid19outbreak AT luquefranco astudyofhatespeechinsocialmediaduringthecovid19outbreak AT miguelpaula astudyofhatespeechinsocialmediaduringthecovid19outbreak AT moroagustin astudyofhatespeechinsocialmediaduringthecovid19outbreak AT perezjuanmanuel astudyofhatespeechinsocialmediaduringthecovid19outbreak AT serratipablo astudyofhatespeechinsocialmediaduringthecovid19outbreak AT zajacjoaquin astudyofhatespeechinsocialmediaduringthecovid19outbreak AT zayatdemian astudyofhatespeechinsocialmediaduringthecovid19outbreak AT cotikviviana studyofhatespeechinsocialmediaduringthecovid19outbreak AT debandinatalia studyofhatespeechinsocialmediaduringthecovid19outbreak AT luquefranco studyofhatespeechinsocialmediaduringthecovid19outbreak AT miguelpaula studyofhatespeechinsocialmediaduringthecovid19outbreak AT moroagustin studyofhatespeechinsocialmediaduringthecovid19outbreak AT perezjuanmanuel studyofhatespeechinsocialmediaduringthecovid19outbreak AT serratipablo studyofhatespeechinsocialmediaduringthecovid19outbreak AT zajacjoaquin studyofhatespeechinsocialmediaduringthecovid19outbreak AT zayatdemian studyofhatespeechinsocialmediaduringthecovid19outbreak |
| bdutipo_str |
Repositorios |
| _version_ |
1764820393130983426 |