this post was submitted on 27 Jan 2024
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I recently asked ChatGPT "what's a 5 letter word for a purple flower?" It confidently responded "Violet" there's no surprise it gets far more complex questions wrong.
To be fair, the genus that violets belong to is called Viola /j
These models do not see letters but tokens. For the model, violet is probably two symbols viol and et. Apart from learning by heart the number of letters in each token, it is impossible for the model to know the number of letters in a word.
This is also why gpt family sucks at addition their tokenizer has symbols for common numbers like 14. This meant that to do 14 + 1 it could not use the knowledge 4 + 1 was 5 as it could not see the link between the token 4 and the token 14. The Llama tokenizer fixes this, and is thus much better at basic algebra even with much smaller models.