Diálogos Tóxicos: Gatilhos e Padrões de Interação no Reddit Brasileiro
Giovana Piorino, Marco Antônio de Alcântara Machado, Luiz Henrique Quevedo Lima, Adriana Pagano, Ana Paula Couto da Silva
Abstract
In this paper we analyze the structural and linguistic dynamics of online toxicity in Reddit discussion trees, focusing on how trigger comments escalate conflicts in Brazilian Portuguese. Using a fine-tuned BERTAbaporu model, we show that toxic discussions are deeper, more engaging, and initially semantically cohesive, but degrade over time, while non-toxic interactions emphasize social bonding. Our findings contribute to a better understanding of toxicity escalation and support early detection of discursive conflicts.- Anthology ID:
- 2026.propor-1.57
- Volume:
- Proceedings of the 17th International Conference on Computational Processing of Portuguese (PROPOR 2026) - Vol. 1
- Month:
- April
- Year:
- 2026
- Address:
- Salvador, Brazil
- Editors:
- Marlo Souza, Iria de-Dios-Flores, Diana Santos, Larissa Freitas, Jackson Wilke da Cruz Souza, Eugénio Ribeiro
- Venue:
- PROPOR
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 581–590
- Language:
- URL:
- https://preview.aclanthology.org/ingest-dnd/2026.propor-1.57/
- DOI:
- Cite (ACL):
- Giovana Piorino, Marco Antônio de Alcântara Machado, Luiz Henrique Quevedo Lima, Adriana Pagano, and Ana Paula Couto da Silva. 2026. Diálogos Tóxicos: Gatilhos e Padrões de Interação no Reddit Brasileiro. In Proceedings of the 17th International Conference on Computational Processing of Portuguese (PROPOR 2026) - Vol. 1, pages 581–590, Salvador, Brazil. Association for Computational Linguistics.
- Cite (Informal):
- Diálogos Tóxicos: Gatilhos e Padrões de Interação no Reddit Brasileiro (Piorino et al., PROPOR 2026)
- PDF:
- https://preview.aclanthology.org/ingest-dnd/2026.propor-1.57.pdf