Deep Dive into LLM Tokenization: Why BPE Reigns Supreme

Tokenization serves as the critical entry point for Large Language Models, dictating how text is transformed into digestible data. Byte Pair Encoding (BPE) has emerged as the industry standard by balancing vocabulary efficiency with the ability to handle rare words, directly impacting the performance and computational cost of modern architectures like GPT.