this post was submitted on 29 Nov 2023
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And just the other day I had people arguing to me that it simply wasn't possible for ChatGPT to contain significant portions of copyrighted work in its database.
Not sure what other people were claiming, but normally the point being made is that it's not possible for a network to memorize a significant portion of its training data. It can definitely memorize significant portions of individual copyrighted works (like shown here), but the whole dataset is far too large compared to the model's weights to be memorized.
And even then there is no "database" that contains portions of works. The network is only storing the weights between tokens. Basically groups of words and/or phrases and their likelyhood to appear next to each other. So if it is able to replicate anything verbatim it is just overfitted. Ironically the solution is to feed it even more works so it is less likely to be able to reproduce any single one.