neural networks - What exactly are keys, queries, and values in attention mechanisms? - Cross Validated

How should one understand the keys, queries, and values that are often mentioned in attention mechanisms? I've tried searching online, but all the resources I find only speak of them as if the reader

neural networks - What exactly are keys, queries, and values in attention mechanisms? - Cross Validated Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal What exactly are keys, queries, and values in attention mechanisms? Ask Question Asked 6 years, 11 months ago Modified 2 months ago Viewed 313k times 330 $\begingroup$ How should one understand the keys, queries, and values that are often mentioned in attention mechanisms? I've tried searching online, but all the resources I find only speak of them as if the reader

related reading

• neural networks - Why K and V are not the same in Transformer attention? - Cross Validatedstats.stackexchange.com
• The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time.jalammar.github.io
• An Intuition for Attention | Jay Modyjaykmody.com
• transformer_attention.pdfarxiv.org
• The math behind Attention: Keys, Queries, and Values matricesyoutube.com
• Some Intuition on Attention and the Transformereugeneyan.com
• The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time.jalammar.github.io
• Transformers Explained Visually (Part 3): Multi-head Attention, deep dive | Towards Data Sciencetowardsdatascience.com
• Seq2seq and Attentionlena-voita.github.io
• Understanding and Coding Self-Attention, Multi-Head Attention, Causal-Attention, and Cross-Attention in LLMsmagazine.sebastianraschka.com
• Attention is all you need: Discovering the Transformer paper | Towards Data Sciencetowardsdatascience.com
• Ask HN: Can someone ELI5 transformers and the “Attention is all we need” paper? | Hacker Newsnews.ycombinator.com