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Compare loss on enwik8

Open Bachstelze opened this issue 2 years ago • 1 comments

The validation loss went to 1.3564 after 1 epoch of training with a small model on enwik8. How can this be evaluated and compared with respect to other models?

Bachstelze avatar Dec 04 '22 15:12 Bachstelze

@Bachstelze That is difficult to properly evaluate at a smaller scale without sufficient pre-training. It would likely require a single go over something like OpenWebText or Wikitext if you wanted to get a more detailed analysis. ColossalAI trained a PaLM model based on Lucid's repository on Wikitext and it may be worth checking out their results: https://github.com/hpcaitech/PaLM-colossalai

conceptofmind avatar Jan 12 '23 19:01 conceptofmind