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Article overview
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Chinese Poetry Generation with Planning based Neural Network | Zhe Wang
; Wei He
; Hua Wu
; Haiyang Wu
; Wei Li
; Haifeng Wang
; Enhong Chen
; | Date: |
31 Oct 2016 | Abstract: | Chinese poetry generation is a very challenging task in natural language
processing. In this paper, we propose a novel two-stage poetry generating
method which first plans the sub-topics of the poem according to the user’s
writing intent, and then generates each line of the poem sequentially, using a
modified recurrent neural network encoder-decoder framework. The proposed
planning-based method can ensure that the generated poem is coherent and
semantically consistent with the user’s intent. A comprehensive evaluation with
human judgments demonstrates that our proposed approach outperforms the
state-of-the-art poetry generating methods and the poem quality is somehow
comparable to human poets. | Source: | arXiv, 1610.9889 | Services: | Forum | Review | PDF | Favorites |
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