Bibliography (7):

1. A Mathematical Framework for Transformer Circuits

2. Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets [paper]

3. Explaining grokking through circuit efficiency

4. Wikipedia Bibliography:

   1. Floor effect

   2. https://en.wikipedia.org/wiki/Scaling_law  :

      https://en.wikipedia.org/wiki/Scaling_law

   3. https://en.wikipedia.org/wiki/GPT-4  :

      https://en.wikipedia.org/wiki/GPT-4

   4. Maximum likelihood estimation