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This is an interesting problem that has various challenges - currently most tokenization solutions where trainees using hype pair encoding where the most common
by tugdual 1y ago
This is an interesting problem that has various challenges - currently most tokenization solutions where trainees using hype pair encoding where the most commonly seen combinations of letters were being selected to be a mapping. This meant that the majority of tokenization was English mappings meaning your LLM had a better tokenization of English compared to other languages it was being trained on.
C.f. https://medium.com/@biswanai92/understanding-token-fertility-why-it-matters-for-multilingual-llms-38c0b9f20da2 https://medium.com/@biswanai92/understanding-token-fertility...