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

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

  • Generative AI models like GPT-4o use tokenization to process text by breaking it down into smaller pieces called tokens.

  • Tokenization can introduce biases and limitations, such as odd spacing and differences in how case is treated.

Tokenization methods vary across languages, impacting model performance and cost, especially for non-English languages.

  • Tokenization challenges also affect mathematical tasks, anagram problems, and word reversals in AI models.

  • Research is exploring alternatives like byte-level models to overcome tokenization limitations in generative AI.

Source: https://techcrunch.com/2024/07/06/tokens-are-a-big-reason-todays-generative-ai-falls-short/

submitted by /u/NuseAI
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