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Summary of Rhyme-aware Chinese Lyric Generator Based on Gpt, by Yixiao Yuan et al.


Rhyme-aware Chinese lyric generator based on GPT

by Yixiao Yuan, Yangchen Huang, Yu Ma, Xinjin Li, Zhenglin Li, Yiming Shi, Huapeng Zhou

First submitted to arxiv on: 19 Aug 2024

Categories

  • Main: Computation and Language (cs.CL)
  • Secondary: Artificial Intelligence (cs.AI)

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Summary difficulty Written by Summary
High Paper authors High Difficulty Summary
Read the original abstract here
Medium GrooveSquid.com (original content) Medium Difficulty Summary
A neural language representation model like GPT, trained on massive datasets and fine-tuned for natural language generation, can excel at capturing semantic patterns in plain text. While these models are often used to generate lyrics, they typically disregard rhyme information, which is essential for creating engaging lyrics. To overcome this limitation, researchers propose incorporating rhyme data into the model’s training process, ultimately enhancing the quality of generated lyrics.
Low GrooveSquid.com (original content) Low Difficulty Summary
This paper trains a neural language representation model like GPT on massive datasets and fine-tunes it for natural language generation. The model captures rich semantic patterns from plain text and can improve performance when generating natural language. However, existing models used to generate lyrics don’t consider rhyme information, which is crucial for creating engaging lyrics.

Keywords

* Artificial intelligence  * Gpt