From Characters to Tokens: Dynamic Grouping with Hierarchical BPE 6 minute read Published: October 16, 2025 Figure 1: Two-stage tokenisation—BPE patches (Tokenizer 1) followed by a tiny BPE inside each patch (Tokenizer 2).