Self-Attention

Domain: LLM Concepts

🎯 Motivation

To understand a word in context, a model needs to know which other words are relevant. Self-attention lets each word look at all other words and decide what matters.

📋 Concrete Example

In ‘I went to the bank to deposit money’, self-attention helps the model focus on deposit and money to understand bank means a financial institution, not a river bank.

🔗 Analogy

Reading a detective novel - when you see ‘the suspect’, you mentally look back at all characters introduced so far to figure out who ‘the suspect’ is. That mental looking-back is attention.