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Compare loss on enwik8 #16

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Bachstelze opened this issue Dec 4, 2022 · 1 comment
Open

Compare loss on enwik8 #16

Bachstelze opened this issue Dec 4, 2022 · 1 comment

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@Bachstelze
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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?

@conceptofmind
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conceptofmind commented Jan 12, 2023

@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

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