Papers by Aleksander Nagaev
Decomposing Textual Information For Style Transfer (D19-56)
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| Challenge: | Using a framework of style transfer for texts, we propose several empirical methods to assess information decomposition quality. |
| Approach: | They propose to use latent representations to effectively decompose different aspects of textual information using a framework of style transfer for texts. |
| Outcome: | The proposed methods show that higher quality representations correlate with higher performance in bilingual evaluation understudy (BLEU) between output and human-written reformulations. |
Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites (D19-1)
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| Challenge: | Currently, standard methods for style transfer have several significant problems. |
| Approach: | They propose to take BLEU between input and human-written reformulations into consideration for benchmarks. |
| Outcome: | The proposed architectures outperform state-of-the-art in style transfer metric on human-written reformulations and take BLEU between input and output into consideration for benchmarks. |