3 ms·
Synthetic data works.
by bigyabai 1y ago
Synthetic data works.
- marcyb5st 1y agoThere's a limit to that according to: https://www.nature.com/articles/s41586-024-07566-y https://www.nature.com/articles/s41586-024-07566-y . Basically, if you use an LLM to augment a training dataset it will become "dumber" every subsequent generation and I am not sure how you can generate synthetic data for a language model without using a language model
- yorwba 1y agoSynthetic data doesn't have to come from an LLM. And that paper only showed that if you train on a random sample from an LLM, the resulting second LLM is a worse model of the distribution that the first LLM was trained on. When people construct synthetic data with LLMs, they typically do not just sample at random, but carefully shape the generation process to match the target task better than the original training distribution.