Six Attributes of Unhealthy Conversations
Ilan Price, Jordan Gifford-Moore, Jory Flemming, Saul Musker, Maayan Roichman, Guillaume Sylvain, Nithum Thain, Lucas Dixon, Jeffrey Sorensen
Abstract
We present a new dataset of approximately 44000 comments labeled by crowdworkers. Each comment is labelled as either ‘healthy’ or ‘unhealthy’, in addition to binary labels for the presence of six potentially ‘unhealthy’ sub-attributes: (1) hostile; (2) antagonistic, insulting, provocative or trolling; (3) dismissive; (4) condescending or patronising; (5) sarcastic; and/or (6) an unfair generalisation. Each label also has an associated confidence score. We argue that there is a need for datasets which enable research based on a broad notion of ‘unhealthy online conversation’. We build this typology to encompass a substantial proportion of the individual comments which contribute to unhealthy online conversation. For some of these attributes, this is the first publicly available dataset of this scale. We explore the quality of the dataset, present some summary statistics and initial models to illustrate the utility of this data, and highlight limitations and directions for further research.- Anthology ID:
- 2020.alw-1.15
- Volume:
- Proceedings of the Fourth Workshop on Online Abuse and Harms
- Month:
- November
- Year:
- 2020
- Address:
- Online
- Editors:
- Seyi Akiwowo, Bertie Vidgen, Vinodkumar Prabhakaran, Zeerak Waseem
- Venue:
- ALW
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 114–124
- Language:
- URL:
- https://preview.aclanthology.org/build-pipeline-with-new-library/2020.alw-1.15/
- DOI:
- 10.18653/v1/2020.alw-1.15
- Cite (ACL):
- Ilan Price, Jordan Gifford-Moore, Jory Flemming, Saul Musker, Maayan Roichman, Guillaume Sylvain, Nithum Thain, Lucas Dixon, and Jeffrey Sorensen. 2020. Six Attributes of Unhealthy Conversations. In Proceedings of the Fourth Workshop on Online Abuse and Harms, pages 114–124, Online. Association for Computational Linguistics.
- Cite (Informal):
- Six Attributes of Unhealthy Conversations (Price et al., ALW 2020)
- PDF:
- https://preview.aclanthology.org/build-pipeline-with-new-library/2020.alw-1.15.pdf