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

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Generative AI models don’t process text the same way humans do. Understanding their “token”-based internal environments may help explain some of their strange behaviors — and stubborn limitations. Most models, from small on-device ones like Gemma to OpenAI’s industry-leading GPT-4o, are built on an architecture known as the transformer. Due to the way transformers conjure […]

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