mlsanityData to 14 Oct 2026

Does ChatGPT Have a Poetic Style?

arXiv 2410.15299 ↗First posted 20 Oct 2024cs.CLcited by 12

Not on the map. Why?

Abstract (arXiv)

Generating poetry has become a popular application of LLMs, perhaps especially of OpenAI's widely-used chatbot ChatGPT. What kind of poet is ChatGPT? Does ChatGPT have its own poetic style? Can it successfully produce poems in different styles? To answer these questions, we prompt the GPT-3.5 and GPT-4 models to generate English-language poems in 24 different poetic forms and styles, about 40 different subjects, and in response to 3 different writing prompt templates. We then analyze the resulting 5.7k poems, comparing them to a sample of 3.7k poems from the Poetry Foundation and the Academy of American Poets. We find that the GPT models, especially GPT-4, can successfully produce poems in a range of both common and uncommon English-language forms in superficial yet noteworthy ways, such as by producing poems of appropriate lengths for sonnets (14 lines), villanelles (19 lines), and sestinas (39 lines). But the GPT models also exhibit their own distinct stylistic tendencies, both within and outside of these specific forms. Our results show that GPT poetry is much more constrained and uniform than human poetry, showing a strong penchant for rhyme, quatrains (4-line stanzas), iambic meter, first-person plural perspectives (we, us, our), and specific vocabulary like "heart," "embrace," "echo," and "whisper."

Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 13 of its 39 references that are in the map. First posted on arXiv 20 Oct 2024.

Builds on

13 of 39 references.

References · 13

  1. 2023GPT-4 Technical Reportcited by 18,396
  2. 2023Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Modelscited by 207
  3. 2024Are Large Language Models Capable of Generating Human-Level Narratives?cited by 79
  4. 2024Delving into LLM-assisted writing in biomedical publications through excess vocabularycited by 78
  5. 2022Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writingcited by 71
  6. 2018Deep-speare: A Joint Neural Model of Poetic Language, Meter and Rhymecited by 35
  7. 2022ByGPT5: End-to-End Style-conditioned Poetry Generation with Token-free Language Modelscited by 25
  8. 2016Chinese Poetry Generation with Planning based Neural Networkcited by 22
  9. 2022PoeLM: A Meter- and Rhyme-Controllable Language Model for Unsupervised Poetry Generationcited by 22
  10. 2024Sonnet or Not, Bot? Poetry Evaluation for Large Models and Datasetscited by 18
  11. 2024Evaluating Diversity in Automatic Poetry Generationcited by 17
  12. 2020Acrostic Poem Generationcited by 10
1 more
  1. 2019Learning Rhyming Constraints using Structured Adversariescited by 9

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 7; 2026: 5.

12 papers.