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Toxicity Detection: Does Context Really Matter?.pdf

2020.acl-main.396.pdf

Preview of Toxicity Detection: Does Context Really Matter?

🔗 Source: aclweb.org

📊 Size: 403 KB

👤 Author: John Pavlopoulos ; Jeffrey Sorensen ; Lucas Dixon ; Nithum Thain ; Ion Androutsopoulos

⬇️ Downloads: 42

Summary

Researchers investigated whether context affects human judgment of toxicity in online posts and if conditioning on context improves toxicity detection systems. They found that context can amplify or mitigate perceived toxicity, with 5% of posts having opposite toxicity labels when context is provided. However, they surprisingly found no evidence that context improves the performance of toxicity classifiers, suggesting the need for larger datasets of comments annotated in context.

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Description

Researchers investigated whether context affects human judgment of toxicity in online posts and if conditioning on context improves toxicity detection systems.

Technical Information

File Format: PDF
File Size: 403 KB
Pages: 10
Language: EN
Author: John Pavlopoulos ; Jeffrey Sorensen ; Lucas Dixon ; Nithum Thain ; Ion Androutsopoulos
Total Downloads: 42
Last Updated: 7 days ago

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