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Decomposable Neural Paraphrase Generation

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https://arxiv.org/abs/1906.09741

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• • = [1 , … , ] • = [1 , … , ]

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• • • ℎ = BiLSTM( ; ℎ−1 , ℎ+1 ) • = LSTM ℎ , −1 ; −1 • = GumbelSoftmax( , )

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• • = − encoderz (, ) • 1:−1 , = − encoderz , 1:−1

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• • 1:−1 , = σ 1:−1 , ( |1:−1 , )

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• 0 , 1 • = LSTM 0 ; 1 ; −1 ; −1 • 1:−1 , = GumbelSoftmax ,

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• • ∗ = 0 ∗ = 1

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• • ℒ = σ=1 log 1:−1 , + σ=1 log ∗ + σ=1 log ( ∗ 1:−1 ,

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• • From 1(best) to 4(worst)

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