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dual learning for machine translation
時間 2020-12-24
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對於翻譯系統,如語言A翻譯到語言B,通常需要大量的語言對來訓練神經機器翻譯,而數據量的增大會大大的增加成本。本文通過構建兩個神經翻譯網絡,θAB和θBA,這兩個網絡分別用於將語言A翻譯到語言B和語言B翻譯到語言A。文章先採用少量的語言對訓練好這兩個模型。之後,採用無監督學習,訓練這兩個模型,具體爲將語言A輸入網絡θAB,同時將θAB的輸出輸入到網絡θBA中,再採用強化學習的思想,對網絡θAB和網絡
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相關文章
1.
論文閱讀——Dual Learning for Machine Translation
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