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Attention is all you need, Vaswani+, arXiv'17 #245

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AkihikoWatanabe opened this issue Jan 19, 2018 · 4 comments
Open

Attention is all you need, Vaswani+, arXiv'17 #245

AkihikoWatanabe opened this issue Jan 19, 2018 · 4 comments
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MachineTranslation Neural NLP

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@AkihikoWatanabe
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https://arxiv.org/abs/1706.03762
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AkihikoWatanabe commented Jan 19, 2018 •
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Transformer (self-attentionを利用) 論文
解説スライド：https://www.slideshare.net/DeepLearningJP2016/dlattention-is-all-you-need
解説記事：https://qiita.com/nishiba/items/1c99bc7ddcb2d62667c6

  • 新しい翻訳モデル(Transformer)を提案。既存のモデルよりも並列化に対応しており、短時間の訓練で（既存モデルの1/4以下のコスト）高いBLEUスコアを達成した。
  • TransformerはRNNやCNNを使わず、attentionメカニズムに基づいている。

（解説より）

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分かりやすい:
https://qiita.com/halhorn/items/c91497522be27bde17ce

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Transformerの各コンポーネントでのoutputのshapeや、attention_maskの形状、実装について記述されており有用:
https://qiita.com/FuwaraMiyasaki/items/239f3528053889847825

@AkihikoWatanabe AkihikoWatanabe mentioned this issue May 25, 2021
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@AkihikoWatanabe
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集合知

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