Guess who? Multilingual approach for the automated generation of author-stylized poetry

July 17, 2018 ยท Declared Dead ยท ๐Ÿ› Spoken Language Technology Workshop

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Authors Alexey Tikhonov, Ivan P. Yamshchikov arXiv ID 1807.07147 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 34 Venue Spoken Language Technology Workshop Last Checked 4 months ago
Abstract
This paper addresses the problem of stylized text generation in a multilingual setup. A version of a language model based on a long short-term memory (LSTM) artificial neural network with extended phonetic and semantic embeddings is used for stylized poetry generation. The quality of the resulting poems generated by the network is estimated through bilingual evaluation understudy (BLEU), a survey and a new cross-entropy based metric that is suggested for the problems of such type. The experiments show that the proposed model consistently outperforms random sample and vanilla-LSTM baselines, humans also tend to associate machine generated texts with the target author.
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