this post was submitted on 26 Aug 2024
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How many times is this same article going to be written? Model collapse from synthetic data is not a concern at any scale when human data is in the mix. We have entire series of models now trained with mostly synthetic data: https://huggingface.co/docs/transformers/main/model_doc/phi3. When using entirely unassisted outputs error accumulates with each generation but this isn't a concern in any real scenarios.
As the number of articles about this exact subject increases, so does the likelihood of AI only being able to write about this very subject.