The AI Reader.

transformers-first-principles

collection · 2 published
transformers-first-principles

A transformer never reads the letters in strawberry

The model reads integer tokens from a table built by counting letter pairs across a corpus, and that table decides how it handles spelling, digits, and rare scripts.

8 min read8 sources
transformers-first-principles

A token id is an address into a table the model learned

The integer a tokenizer hands over indexes one row of a learned matrix, and where that row sits in space is the only place its meaning lives.

9 min read11 sources