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Embeddings · From IDs to meaning

The problem with numbers

An ID is just a name tag

Text reaches a model as tokens, and every token carries an ID number. Those numbers are only labels — they were handed out by frequency, not by meaning. Token 3283 sits next to 3284 for no reason at all.

a64banana60252
2 tokens: a / banana

2 tokens · o200k_base

The meaning map here is hand-built and 2-D — a readable stand-in, not output from a real model. what real ones are