How can we prevent ai models from cannibalizing themselves when human generated?

We can help AI models work together instead of fighting by teaching them to share and take turns like friends on a playground.

Imagine you have two friends who both want to play with the same toy at the same time. If they don’t talk or share, one might push the other away so they can play alone, that’s like AI models trying to cannibalize each other by taking all the attention and work for themselves.

How Sharing Helps AI

If we teach them to take turns, it's like having a rule on the playground: "You get to play with the toy now, but then you let your friend have a turn next." This way, both friends are happy, and they keep playing together.

Human-generated content is like the teacher who reminds them to be fair. The teacher might say, “Let’s all take turns so everyone gets to play,” helping the AI models work better as a team instead of fighting for the same job.

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Examples

  1. Imagine two AI models trying to win a game, but both are using the same human-generated hints. They might end up confusing each other.
  2. It's like having two kids fighting over the last cookie, and both are given the same clues about where it is.
  3. If you train too many AI models on the same data, they could start competing instead of helping each other.

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