How Large Language Models Learn

2026-02-26

Large Language Models (LLMs) learn via massive-scale statistical pattern matching as they are trained primarily on next-token prediction. This process excels at generating fluent, coherent text by reproducing learned distributions rather than true comprehension, leading to impressive capabilities alongside risks like confident hallucinations on novel topics.