Toxicity Monitoring: Assurance of Community Health

Explore the development and implementation of an NLP toxicity detection system for effective community management in this 17-minute conference talk from DevConf.cz Mini. Discover how automatic post-processing and alerting can enhance moderation workflows, freeing up moderators' time. Learn about the steps taken to create a toxicity detection system using a pre-trained classifier and containerized services. Understand how the system integrates into existing moderation processes for early detection of toxic messages and calculates long-term values to assess community health. Gain insights into using these metrics for alerting, incident identification, and mitigation, as well as evaluating overall community well-being. Delve into the importance of managing community toxicity and its impact on Open-Source project reputation.