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MetricalARGS: A Taxonomy for Studying Metrical Poetry with LLMs

arXiv 2510.08188 ↗First posted 9 Oct 2025cs.CLcited by 1

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Abstract (arXiv)

Prior NLP work studying poetry has focused primarily on automatic poem generation and summarization. Many languages have well-studied traditions of poetic meter which enforce constraints on a poem in terms of syllable and phoneme patterns. Such advanced literary forms offer opportunities for probing deeper reasoning and language understanding in Large Language Models (LLMs) and their ability to follow strict pre-requisites and rules. In this paper, we introduce MetricalARGS, the first taxonomy of poetry-related NLP tasks designed to evaluate LLMs on metrical poetry across four dimensions: Analysis, Retrieval, Generation, and Support. We discuss how these tasks relate to existing NLP tasks, addressing questions around datasets and evaluation metrics. Taking Telugu as our example language, we illustrate how the taxonomy can be used in practice. MetricalARGS highlights the broader possibilities for understanding the capabilities and limitations of today's LLMs through the lens of metrical poetry.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 14 of its 41 references that are in the map. First posted on arXiv 9 Oct 2025.

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14 of 41 references.

References · 14

  1. 2018Deep-speare: A Joint Neural Model of Poetic Language, Meter and Rhymecited by 35
  2. 2022ByGPT5: End-to-End Style-conditioned Poetry Generation with Token-free Language Modelscited by 25
  3. 2022PoeLM: A Meter- and Rhyme-Controllable Language Model for Unsupervised Poetry Generationcited by 22
  4. 2024CharPoet: A Chinese Classical Poetry Generation System Based on Token-free LLMcited by 18
  5. 2024Sonnet or Not, Bot? Poetry Evaluation for Large Models and Datasetscited by 18
  6. 2021Don't Go Far Off: An Empirical Study on Neural Poetry Translationcited by 15
  7. 2023GEE! Grammar Error Explanation with Large Language Modelscited by 15
  8. 2025Fann or Flop: A Multigenre, Multiera Benchmark for Arabic Poetry Understanding in LLMscited by 15
  9. 2024What is the Best Way for ChatGPT to Translate Poetry?cited by 14
  10. 2025Chandomitra: Towards Generating Structured Sanskrit Poetry from Natural Language Inputscited by 5
  11. 2017A Comparison of Feature-Based and Neural Scansion of Poetrycited by 4
  12. 2022Chandojnanam: A Sanskrit Meter Identification and Utilization Systemcited by 4
2 more
  1. 2025PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMscited by 3
  2. 2023Aesthetics of Sanskrit Poetry from the Perspective of Computational Linguistics: A Case Study Analysis on Siksastakacited by 2

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