Yoav Goldberg publishes LLM explainer for an informed general audience

yoavgo · x · 2026-08-26

Noted NLP researcher Yoav Goldberg published an explainer of how LLMs actually work, targeted at an informed general audience — something he says he had yet to see done properly. Co-created with Tim and inspired by CIFAR LMB discussions, it was refined with Brett Mensh and will be part of an upcoming manuscript; it's still work in progress and open to feedback.

One informative detail he highlights: at the end of pre-training, a model completes sentences but doesn't perform tasks — "what color is the sky?" gets continued as "I asked my daughter when..." rather than answered with "blue". Task behavior emerges only in later training stages.

Related event: Penn's Kording Explains How LLMs Work: From Next-Token Prediction to Agents(11 posts)→

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