Tokenisation is NP-Complete

Abstract

In this work, we prove the NP-completeness of two variants of tokenisation, defined as the problem of compressing a dataset to at most δ symbols by either finding a vocabulary directly (direct tokenisation), or selecting a sequence of merge operations (bottom-up tokenisation).

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