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Generating lyrics and poems is one of the essential downstream tasks in theNatural Language Processing (NLP) field. Current methods have performed well insome lyrics generation scenarios but need further improvements in tasksrequiring fine control. We propose a novel method for generating ancientChinese lyrics (Song Ci), a type of ancient lyrics that involves precisecontrol of song structure. The system is equipped with a phrase retriever and aphrase connector. Based on an input prompt, the phrase retriever picks phrasesfrom a database to construct a phrase pool. The phrase connector then selects aseries of phrases from the phrase pool that minimizes a multi-term lossfunction that considers rhyme, song structure, and fluency. Experimentalresults show that our method can generate high-quality ancient Chinese lyricswhile performing well on topic and song structure control. We also expect ourapproach to be generalized to other lyrics-generating tasks.

Controllable Ancient Chinese Lyrics Generation Based on Phrase Prototype Retrieving