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Understanding Tokenization in LLMs: Why Models Struggle with Word Reversal

  • LLMs struggle with word reversal because they process text as tokens rather than individual characters.
  • Tokenization, done by OpenAI's tokenizer Tiktoken, breaks text into tokens based on patterns and training data.
  • Tokenization is biased towards certain languages and domains, resulting in a 'tokenization penalty' for non-English content.
  • Understanding tokenization is essential for efficient token management and cost control in AI applications.

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