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Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting #6

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tm4roon opened this issue Oct 11, 2019 · 0 comments
Open

Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting #6

tm4roon opened this issue Oct 11, 2019 · 0 comments
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Data Augmentation Data Augmentation Grammatical Error Correction Grammatical Error Correction Style Transfer Style Transfer

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tm4roon commented Oct 11, 2019 •
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Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting

文書き換えタスク(論文では、文法誤り訂正とスタイル変換)におけるデータ拡張手法を提案。生成した擬似データと教師データを同時に用いて学習させるのではなく、擬似データを学習したのちに、教師データでfine-tuningを行っている。

擬似データは逆翻訳によって生成を行うが、言語モデル(文法誤り訂正)や二値分類器(スタイル変換)を用いてフィルタリングすることで、学習に効果的なデータのみを抽出している。

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@tm4roon tm4roon added Data Augmentation Data Augmentation Grammatical Error Correction Grammatical Error Correction Style Transfer Style Transfer labels Oct 11, 2019
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