Advanced Tokenization Playground

Split text by whitespace and punctuation into complete words. Simple but creates large vocabularies and struggles with o...

Break words into smaller meaningful units using techniques like Byte Pair Encoding. Balances vocabulary size with repres...

Split into individual characters or bytes. Handles any text but loses semantic word boundaries and requires longer seque...

Advanced subword method that iteratively merges most frequent character pairs. Creates a learned vocabulary optimized fo...