Grammatically all words depend on each other in close sequence. “The sun was shining” vs “it’s an apple”. It doesn’t know each words probability independently

Grammatically all words depend on each other in close sequence. “The sun was shining” vs “it’s an apple”. It doesn’t know each words probability independently, it already knows the entire sequence’s probability before hand from the model