The Context Tax of General-Purpose Tokenization
This paper quantifies the context tax imposed by general-purpose tokenization in agglutinative languages. Using the same local Byte Pair Encoding (BPE) recipe, we train 64k native tokenizers for Turkish, Finnish, and Hungarian and compare them with tokenizers of GPT-4, mBERT, and XLM-R models. Each native tokenizer is...