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YouTube ContentID: Even the simplest moderation system at scale fails

The most successful automated moderation system at scale is YouTube’s ContentID, which is very complicated but still simple: does this audio match a song in a database? It has an error rate so high that everyone hates it. It’s a meme. Even the simple one sucks.

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