Next Word Prediction

Why We’ve Been Optimizing the Incorrect Thing in LLMs for Years

Standard Large Language Models (LLMs) are trained on a straightforward objective: Next-Token Prediction (NTP). By maximizing the probability of the immediate subsequent token , given the previous context, models have achieved remarkable fluency and...

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