How Self-Attention Powers Contextual Understanding: A Mechanism Walkthrough

Contextual understanding in transformers comes from self-attention, a mechanism where every token attends to every other token in the input simultaneously. Understanding how attention produces context-sensitive word meanings reveals why transformers dominate NLP and where their capabilities have inherent limits.