~/talk

Tackling toxicity: How to build a thriving player community

Talkat GDC 2022 · 2022-03-21..03-25· [game-development, machine-learning]
links:none on file
links:none on file
slides:none on file

Gaming toxicity is framed as solvable with an AI pipeline that analyzes voice acoustic intonation models instead of unreliable transcripts, extracts evidence of abuse at scale, and surfaces clips to human moderators; product pieces include behavior score 0–10,000 examples, preemptive warnings before matches, and visible rewards like a badge "you're awesome" for correct reporting. Claims: 92% of players want change; timing matters (immediate feedback beats month‑later bans); privacy handled via public training data and proposals for federated learning.

AI-written summary · about

  1. 0:00Painful memories to mission
  2. 3:49Players on toxicity and fear
  3. 10:17Rewarding good behavior
  4. 16:34Anonymity and accountability
  5. 24:59AI for real-time voice moderation
  6. 32:18Scaling moderation with ML
  7. 41:14Building community together
  8. 41:57Q&A on privacy trade-offs
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