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I have very rudimentary knowledge about ML but hopefully this is a sufficient start. The tests are modified from the other tokenizers. The tokenizer runs through the text twice, first to look for special characters and mask them, then to go character by character to find symbols not defined by the vocabulary and mark them as unknown. Please give me input, I don't really know what I'm doing.