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I'd bet on a 2030 model trained on the same dataset as GPT-4 over GPT-4 trained with perfect-quality data, hands down. If data quality were that critical, pract
by tfehring 3y ago
I'd bet on a 2030 model trained on the same dataset as GPT-4 over GPT-4 trained with perfect-quality data, hands down. If data quality were that critical, practitioners could ignore the Internet and just train on books and scientific papers and only sacrifice <1 order of magnitude of data volume. Granted, that's not a negligible amount of training data to give up, but it places a relatively tight upper bound on the potential gain from improving data quality.
- CuriouslyC 3y agoIt's possible that this effect washes out as data increases, but researchers have shown that for smaller data set sizes average quality has a large impact on model output.