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Question

Which paper introduced scaled dot product attention and why is it used everywhere?

Answered from Dot product attention and scaled dot product attention | The attention family series - Lecture 4 · The attention family · 2026-09-11

Vizuara's Lecture 4 credits scaled dot product attention to the Attention Is All You Need paper, which the instructor says has almost 260,000 citations, and plain dot product attention to Luong and co-authors in 2015. The instructor calls the scaled version by far the most popular and most frequently used scoring rule, and says nearly every attention mechanism covered later in the nine-lecture series uses it, starting with self-attention, which Lecture 5 builds by hand from scratch.

▸In their words

“Scale dot product mechanism is by far the most popular and most frequently used.” Instructor · at 29:28 — open in the transcript →

Source: our own transcription of the episode. The full conversation is on The attention family (2026-09-11). Read the whole episode summary →

▸More from this episode

Q1Why is dot product attention scaled by the square root of d_k, according to Vizuara?Q2What is the difference between dot product attention and Bahdanau additive attention?Q3Why does a dot product work as an attention score between two tokens?Q4What happens to softmax attention weights without scaling at 1,000 or 4,096 dimensions?Q5How does softmax saturation hurt LLM training, according to Vizuara?
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