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AI-Generated Data Can Poison Future AI Models

scientificamerican.com

21–30 of 87 posts

Re: AI-Generated Data Can Poison Future AI Models

#23

Human created content is also filled with gibberish and false information and random noise… how is AI generated content worse?

Imagine you have a calculator that outputs a result that is off by one percent. That's ai right now.

If you use the results of each calculation in additional calculations, the result will skew further and further from reality with each error. That's ai training on itself.

Re: AI-Generated Data Can Poison Future AI Models

#27

Human created content is also filled with gibberish and false information and random noise… how is AI generated content worse?

Imagine you have a calculator that outputs a result that is off by one percent. That's ai right now. If you use the results of each calculation in additional calculations, the result will skew further and further from reality with each error. That's ai training on itself.

In many areas of communication and information, this exact problem is dealt with through error correction codes. Do AI models have built in ECC?

Re: AI-Generated Data Can Poison Future AI Models

#28

Earlier quoted context omitted.

Imagine you have a calculator that outputs a result that is off by one percent. That's ai right now. If you use the results of each calculation in additional calculations, the result will skew further and further from reality with each error. That's ai training on itself.

In many areas of communication and information, this exact problem is dealt with through error correction codes. Do AI models have built in ECC?

The trouble is "truth" and math are different.

You can verify a mathematical result. You can run the calculations a second time on a separate calculator (in fact some computers do this) to verify the result, or use a built in check like ecc.

There's no such mathematical test for truth for an ai to run.

Re: AI-Generated Data Can Poison Future AI Models

#29

Human created content is also filled with gibberish and false information and random noise… how is AI generated content worse?

> how is AI generated content worse?

This is a crucial question.

In human society, a feedback loop of nonsense is usually defeated by practical effects in physical reality and experience. The objective of education, for example, is to transmit knowledge and apply reason to important questions.

In manipulated social media, there is no check on the nonsense loop. The technology that we currently call A.I. could be used for educational good.

How it will be used, however, is likely to further distort discourse and generate nonsense.

Re: AI-Generated Data Can Poison Future AI Models

#30
post #4

I think it's interesting that human minds generally (though not always!) improve when exposed to the output of other human minds. It seems to be the opposite for current LLMs.

Have you ever heard of the telephone game? This is what is going on here. Or imagine an original story of something that really happened. If it goes by 100 people in a chain, how much do you think the story will resemble the original one?
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