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Trade and tariff exposure briefing
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Dense abstract and findings
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Readers have to parse the whole argument at one fixed level.
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QK^T / sqrt(dk)
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Interactive Research
Attention Is All You Need
Vaswani, Shazeer, Parmar, et al. - NeurIPS 2017
Transformers stopped reading one word at a time. Instead, they look across the whole sentence and decide what matters most before producing the next output.
Key insight
That shift made modern language models dramatically faster and better at long-range meaning.
Attention(Q, K, V) = softmax(QKT / sqrt(dk))V
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