GPUTOK: GPU Accelerated Byte Level BPE Tokenization

Researchers developed GPUTOK, a GPU-accelerated tokenizer for large language models that processes text significantly faster than existing CPU-based solutions. The optimized version shows 1.7x speed improvement over tiktoken and 7.6x over HuggingFace's GPT-2 tokenizer while maintaining output quality.