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this post was submitted on 15 May 2024
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No Stupid Questions
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No such thing. Ask away!
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People sometimes act like the models can only reproduce their training data, which is what I'm saying is wrong. They do generalise.
During training the models are trained to predict the next word, but after training the network is always effectively interpolating between the training examples it has memorised. But this interpolation doesn't happen in text space but in a very high dimensional abstract semantic representation space, a 'concept space'.
Now imagine that you have memorised two paragraphs that occupy two points in concept space. And then you interpolate between them. This gives you a new point, potentially unseen during training, a new concept, that is in some ways analogous to the two paragraphs you memorised, but still fundamentally different, and potentially novel.