Papers with toxicity detection systems
Toxicity Detection: Does Context Really Matter? (2020.acl-main)
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| Challenge: | Existing ‘toxicity’ detection datasets and models ignore the context of the posts, implicitly assuming that comments may be judged independently. |
| Approach: | They limit the notion of context to the previous post in the thread and the discussion title and focus on how it affects human judgement. |
| Outcome: | The proposed model can amplify or mitigate perceived toxicity of posts and a small but significant subset of manually labeled posts end up having the opposite toxicity labels if the annotators are not provided with context. |