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Tokens are a big reason today's generative AI falls short

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Generative AI models, like GPT-4o, use a token-based approach to process text due to technical and pragmatic reasons, facing challenges like handling spaces and punctuation, case sensitivity, language inequities, and difficulties with numbers and patterns.

  • Transformers use tokenization to process text.
  • Tokenization introduces biases and errors.
  • English tokenization assumptions don't apply globally.
  • Token-efficient languages perform better.
  • Models struggle with number and pattern tasks.