# Weird AI Yankovic: Generating Parody Lyrics

arXiv: https://arxiv.org/abs/2009.12240 · HTML: https://mlsanity.com/paper/2009.12240/

## Key facts

- Cited by 2 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 25 Sep 2020.

## Built on by (most cited first, 2 of 2)

- [Say What? Collaborative Pop Lyric Generation Using Multitask Transfer Learning](https://mlsanity.com/paper/2111.07592/) (2021)
- [Creative Data Generation: A Review Focusing on Text and Poetry](https://mlsanity.com/paper/2305.08493/) (2023)

## Abstract (arXiv)

Lyrics parody swaps one set of words that accompany a melody with a new set of words, preserving the number of syllables per line and the rhyme scheme. Lyrics parody generation is a challenge for controllable text generation. We show how a specialized sampling procedure, combined with backward text generation with XLNet can produce parody lyrics that reliably meet the syllable and rhyme scheme constraints.We introduce the Weird AI Yankovic system and provide a case study evaluation. We conclude with societal implications of neural lyric parody generation.