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Automatic poetry generation is novel and interesting application of natural language processing research. It became more popular during the last few years due to the rapid development of technology and neural computing power. This line of…

Computation and Language · Computer Science 2019-01-23 Krzysztof Wołk , Emilia Zawadzka-Gosk , Wojciech Czarnowski

As an exquisite and concise literary form, poetry is a gem of human culture. Automatic poetry generation is an essential step towards computer creativity. In recent years, several neural models have been designed for this task. However,…

Artificial Intelligence · Computer Science 2018-09-13 Xiaoyuan Yi , Maosong Sun , Ruoyu Li , Zonghan Yang

The generation of lyrics tightly connected to accompanying melodies involves establishing a mapping between musical notes and syllables of lyrics. This process requires a deep understanding of music constraints and semantic patterns at…

Computation and Language · Computer Science 2024-01-31 Zhe Zhang , Karol Lasocki , Yi Yu , Atsuhiro Takasu

We provide an approach for generating beautiful poetry. Our sonnet-generation algorithm includes several novel elements that improve over the state of the art, leading to metrical, rhyming poetry with many human-like qualities. These novel…

Artificial Intelligence · Computer Science 2019-09-12 John Benhardt , Peter Hase , Liuyi Zhu , Cynthia Rudin

Recent progress in neural learning demonstrated that machines can do well in regularized tasks, e.g., the game of Go. However, artistic activities such as poem generation are still widely regarded as human's special capability. In this…

Computation and Language · Computer Science 2016-06-21 Qixin Wang , Tianyi Luo , Dong Wang

Can a machine write good poetry? Any positive answer raises fundamental questions about the nature and value of art. We report a seven-month poetry workshop in which a large language model was shaped into a digital poet through iterative…

Artificial Intelligence · Computer Science 2026-02-19 Vered Tohar , Tsahi Hayat , Amir Leshem

The intersection between poetry and music provides an interesting case for computational creativity, yet remains relatively unexplored. This paper explores the integration of poetry and music through the lens of beat patterns, investigating…

Computation and Language · Computer Science 2025-02-06 Mohamad Elzohbi , Richard Zhao

Lyric-to-melody generation, which generates melody according to given lyrics, is one of the most important automatic music composition tasks. With the rapid development of deep learning, previous works address this task with end-to-end…

Sound · Computer Science 2022-07-13 Chen Zhang , Luchin Chang , Songruoyao Wu , Xu Tan , Tao Qin , Tie-Yan Liu , Kejun Zhang

Neural language representation models such as GPT, pre-trained on large-scale corpora, can effectively capture rich semantic patterns from plain text and be fine-tuned to consistently improve natural language generation performance.…

Computation and Language · Computer Science 2024-08-20 Yixiao Yuan , Yangchen Huang , Yu Ma , Xinjin Li , Zhenglin Li , Yiming Shi , Huapeng Zhou

Automatic generation of natural language from images has attracted extensive attention. In this paper, we take one step further to investigate generation of poetic language (with multiple lines) to an image for automatic poetry creation.…

Computer Vision and Pattern Recognition · Computer Science 2018-10-11 Bei Liu , Jianlong Fu , Makoto P. Kato , Masatoshi Yoshikawa

Composing poetry or lyrics involves several creative factors, but a challenging aspect of generation is the adherence to a more or less strict metric and rhyming pattern. To address this challenge specifically, previous work on the task has…

Computation and Language · Computer Science 2024-05-09 Tommaso Pasini , Alejo López-Ávila , Husam Quteineh , Gerasimos Lampouras , Jinhua Du , Yubing Wang , Ze Li , Yusen Sun

Large Language Models (LLMs) are increasingly applied to creative domains, yet their performance in classical Chinese poetry generation and evaluation remains poorly understood. We propose a three-step evaluation framework that combines…

Computation and Language · Computer Science 2026-04-24 Bolei Ma , Yina Yao , Anna-Carolina Haensch

As an essential step towards computer creativity, automatic poetry generation has gained increasing attention these years. Though recent neural models make prominent progress in some criteria of poetry quality, generated poems still suffer…

Computation and Language · Computer Science 2020-03-16 Xiaoyuan Yi , Ruoyu Li , Cheng Yang , Wenhao Li , Maosong Sun

Poetry generation, and creative language generation in general, usually suffers from the lack of large training data. In this paper, we present a novel framework to generate sonnets that does not require training on poems. We design a…

Computation and Language · Computer Science 2022-05-05 Yufei Tian , Nanyun Peng

This study provides Urdu poetry generated using different deep-learning techniques and algorithms. The data was collected through the Rekhta website, containing 1341 text files with several couplets. The data on poetry was not from any…

Computation and Language · Computer Science 2023-09-26 Muhammad Shoaib Farooq , Ali Abbas

Large Language Models (LLMs), despite their remarkable capabilities across NLP tasks, struggle with phonologically-grounded phenomena like rhyme detection and generation. This is even more evident in lower-resource languages such as Modern…

Computation and Language · Computer Science 2026-01-26 Stergios Chatzikyriakidis , Anastasia Natsina

In recent years, researchers in the area of Computational Creativity have studied the human creative process proposing different approaches to reproduce it with a formal procedure. In this paper, we introduce a model for the generation of…

Computation and Language · Computer Science 2021-12-28 Luis-Gil Moreno-Jiménez , Juan-Manuel Torres-Moreno , Roseli S. Wedemann

Generating metaphors is a challenging task as it requires a proper understanding of abstract concepts, making connections between unrelated concepts, and deviating from the literal meaning. In this paper, we aim to generate a metaphoric…

Computation and Language · Computer Science 2021-04-13 Tuhin Chakrabarty , Xurui Zhang , Smaranda Muresan , Nanyun Peng

The quality of natural language texts in fine-tuning datasets plays a critical role in the performance of generative models, particularly in computational creativity tasks such as poem or song lyric generation. Fluency defects in generated…

Computation and Language · Computer Science 2025-05-08 Ilya Koziev

Poetry is an expressive form of art that invites multiple interpretations, as readers often bring their own emotions, experiences, and cultural backgrounds into their understanding of a poem. Recognizing this, we aim to generate images for…

Computer Vision and Pattern Recognition · Computer Science 2025-09-16 Sofia Jamil , Kotla Sai Charan , Sriparna Saha , Koustava Goswami , K J Joseph