Bits of Grass: Does GPT already know how to write like Whitman?

Piotr Sawicki, Marek Grzes, Fabricio Goes, Dan Brown, Max Peeperkorn +1 more
5/10/2023
cs.CL

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Abstract

This study examines the ability of GPT-3.5, GPT-3.5-turbo (ChatGPT) and GPT-4 models to generate poems in the style of specific authors using zero-shot and many-shot prompts (which use the maximum context length of 8192 tokens). We assess the performance of models that are not fine-tuned for generating poetry in the style of specific authors, via automated evaluation. Our findings indicate that without fine-tuning, even when provided with the maximum number of 17 poem examples (8192 tokens) in the prompt, these models do not generate poetry in the desired style.

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Cite this paper

@article{sawicki2023bits,
  title  = {Bits of Grass: Does GPT already know how to write like Whitman?},
  author = {Piotr Sawicki and Marek Grzes and Fabricio Goes and Dan Brown and Max Peeperkorn and Aisha Khatun},
  year   = {2023},
  eprint = {2305.11064},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2305.11064v1}
}

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