Need a Small Specialized Language Model? Plan Early!

Benchmark Model Rank Results
language-modelling-on-the-pileLarger Transformer 771M (fine-tuned)–Test perplexity: 10
language-modelling-on-the-pileLarger Transformer 771M (pre-trained)–Test perplexity: 28.1
language-modelling-on-the-pileSmaller Transformer 126M (fine-tuned)–Test perplexity: 12
language-modelling-on-the-pileSmaller Transformer 126M (pre-trained)–Test perplexity: 33