Generating Sentences by Editing Prototypes
2018 ◽
Vol 6
◽
pp. 437-450
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Keyword(s):
We propose a new generative language model for sentences that first samples a prototype sentence from the training corpus and then edits it into a new sentence. Compared to traditional language models that generate from scratch either left-to-right or by first sampling a latent sentence vector, our prototype-then-edit model improves perplexity on language modeling and generates higher quality outputs according to human evaluation. Furthermore, the model gives rise to a latent edit vector that captures interpretable semantics such as sentence similarity and sentence-level analogies.
2021 ◽
Keyword(s):
2014 ◽
Vol 2
◽
pp. 181-192
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Keyword(s):
2020 ◽
Vol 34
(05)
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pp. 8766-8774
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2018 ◽
Vol 6
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pp. 529-541
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2019 ◽
Vol 33
◽
pp. 5074-5082
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2019 ◽
Vol 2019
◽
pp. 1-8
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2018 ◽
Vol 14
(3)
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pp. 184-201
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Keyword(s):