Transformer Architecture

Domain: LLM Concepts

🎯 Motivation

Previous models processed text word-by-word and forgot early context. The transformer processes all words at once and lets each word attend to all others.

πŸ“‹ Concrete Example

The transformer uses self-attention: in β€˜The cat sat on the mat because it was tired’, it attends to cat to know it means the cat, not the mat.

πŸ”— Analogy

A classroom where every student can simultaneously see and hear every other student. Instead of passing notes one at a time (old models), everyone communicates at once (transformer).