As a strongly competitive baseline of the neural model LSTM-RNN, the perplexity performance gets boosted in the generation process, which indicates that neural models show strong ability for language generation.
as mentioned, generally people regard Chinese couplets as a reduced form of Chinese poetry and there are several large Chinese poem datasets publicly  (Jiang and Zhou, 2008;Yan et al., 2013;He et al., 2012).