Understanding Large Language Models Series

Beyond Next-Word Prediction: How Modern LLMs Really Work

by Nat Currier 28 min read
AILarge Language ModelsMachine LearningNatural Language Processing
SERIES

Understanding Large Language Models

Part 3 of 42
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Beyond Next-Word Prediction: How Modern LLMs Really Work
Excerpt

Modern LLMs go far beyond simple next-word prediction. Discover how transformers, multimodal inputs, and in-context learning redefine what AI can understand and generate.

Cite This

Nat Currier. "Beyond Next-Word Prediction: How Modern LLMs Really Work." nat.io, 2025-01-17. https://nat.io/blog/next-word-misconception

Modern LLMs surpass next-word prediction by using transformers, contextual understanding, and reasoning to maintain coherent, adaptive conversations and generate responses reflecting genuine comprehension.

https://nat.io/blog/next-word-misconception

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Key stat: 28 minute read

SERIES

Understanding Large Language Models

Part 3 of 42
Previous Understanding Tokens in Large Language Models
Next How LLMs Understand Context

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