how attention mechanism powers transformer and llm for natural language processing

attention mechanism transformer llm language model nlp focus query key value connection prediction sequence word embedding vector arrow circle gear icon crane unexpectedly quiz teacher lesson student sentence completion generation parallel positional encoding feedforward neural network layer encoder decoder selfattention weighted sum representation output input processing information context meaning