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Poetry has long been a central art form for Arabic speakers, serving as a powerful medium of expression and cultural identity. While modern Arabic speakers continue to value poetry, existing research on Arabic poetry within Large Language…

Computation and Language · Computer Science 2026-05-01 Abdelrahman Sadallah , Kareem Elozeiri , Mervat Abassy , Rania Elbadry , Mohamed Anwar , Abed Alhakim Freihat , Preslav Nakov , Fajri Koto

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

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

In this paper, we propose a joint architecture that captures language, rhyme and meter for sonnet modelling. We assess the quality of generated poems using crowd and expert judgements. The stress and rhyme models perform very well, as…

Computation and Language · Computer Science 2018-07-11 Jey Han Lau , Trevor Cohn , Timothy Baldwin , Julian Brooke , Adam Hammond

Neural models with minimal feature engineering have achieved competitive performance against traditional methods for the task of Chinese word segmentation. However, both training and working procedures of the current neural models are…

Computation and Language · Computer Science 2017-04-25 Deng Cai , Hai Zhao , Zhisong Zhang , Yuan Xin , Yongjian Wu , Feiyue Huang

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

This paper presents a systematic investigation into the constrained generation capabilities of large language models (LLMs) in producing Songci, a classical Chinese poetry form characterized by strict structural, tonal, and rhyme…

Computation and Language · Computer Science 2026-02-19 Zhan Qu , Shuzhou Yuan , Michael Färber

Recently, Chinese word segmentation (CWS) methods using neural networks have made impressive progress. Most of them regard the CWS as a sequence labeling problem which construct models based on local features rather than considering global…

Computation and Language · Computer Science 2019-12-02 Xuewen Shi , Heyan Huang , Ping Jian , Yuhang Guo , Xiaochi Wei , Yi-Kun Tang

ChatGPT has demonstrated remarkable capabilities on both poetry generation and translation, yet its ability to truly understand poetry remains unexplored. Previous poetry-related work merely analyzed experimental outcomes without addressing…

Computation and Language · Computer Science 2026-03-24 Shanshan Wang , Derek F. Wong , Jingming Yao , Lidia S. Chao

This paper addresses the problem of stylized text generation in a multilingual setup. A version of a language model based on a long short-term memory (LSTM) artificial neural network with extended phonetic and semantic embeddings is used…

Computation and Language · Computer Science 2022-11-15 Alexey Tikhonov , Ivan P. Yamshchikov

Recent advances in neural network-based generative modeling have reignited the hopes in having computer systems capable of seamlessly conversing with humans and able to understand natural language. Neural architectures have been employed to…

Computation and Language · Computer Science 2020-08-03 Cristina Garbacea , Qiaozhu Mei

Chinese word segmentation has entered the deep learning era which greatly reduces the hassle of feature engineering. Recently, some researchers attempted to treat it as character-level translation, which further simplified model designing,…

Computation and Language · Computer Science 2022-10-12 Pinzhen Chen , Kenneth Heafield

Recently, neural network models for natural language processing tasks have been increasingly focused on for their ability of alleviating the burden of manual feature engineering. However, the previous neural models cannot extract the…

Computation and Language · Computer Science 2017-07-04 Xinchi Chen , Xipeng Qiu , Xuanjing Huang

We collect nine corpora of representative Chinese poetry for the time span of 1046 BCE and 1644 CE for studying the history of Chinese words, collocations, and patterns. By flexibly integrating our own tools, we are able to provide new…

Computation and Language · Computer Science 2017-09-19 Chao-Lin Liu

Computational methods for analyzing prose and poetry utilize word embeddings and other abstract representations that sometimes obscure context-rich literary text. Inspired by the psychology of reading, we utilize story structure and…

Computation and Language · Computer Science 2026-05-13 Abigail Swenor , John James , Neil Coffee , Walter Scheirer

Some argue that the essence of humanity, such as creativity and sentiment, can never be mimicked by machines. This paper casts doubt on this belief by studying a vital question: Can AI compose poetry as well as humans? To answer the…

Computation and Language · Computer Science 2024-01-11 Zekun Deng , Hao Yang , Jun Wang

In this paper, we propose to adapt the method of mutual information maximization into the task of Chinese lyrics conditioned melody generation to improve the generation quality and diversity. We employ scheduled sampling and force decoding…

Sound · Computer Science 2020-12-08 Ruibin Yuan , Ge Zhang , Anqiao Yang , Xinyue Zhang

Chinese pre-trained language models usually process text as a sequence of characters, while ignoring more coarse granularity, e.g., words. In this work, we propose a novel pre-training paradigm for Chinese -- Lattice-BERT, which explicitly…

Computation and Language · Computer Science 2021-05-31 Yuxuan Lai , Yijia Liu , Yansong Feng , Songfang Huang , Dongyan Zhao

The definition generation task aims to generate a word's definition within a specific context automatically. However, owing to the lack of datasets for different complexities, the definitions produced by models tend to keep the same…

Computation and Language · Computer Science 2022-09-30 Jiaxin Yuan , Cunliang Kong , Chenhui Xie , Liner Yang , Erhong Yang

Despite substantial progress of large language models (LLMs) for automatic poetry generation, the generated poetry lacks diversity while the training process differs greatly from human learning. Under the rationale that the learning process…

Computation and Language · Computer Science 2024-09-09 Ran Zhang , Steffen Eger