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Automatic Chinese classical poetry generation has attracted much research interest, but achieving effective control over format and content simultaneously remains challenging. Traditional systems usually accept keywords as user inputs,…

Computation and Language · Computer Science 2024-03-21 Chengyue Yu , Lei Zang , Jiaotuan Wang , Chenyi Zhuang , Jinjie Gu

The rapid advancement in machine learning has led to a surge in automatic data generation, making it increasingly challenging to differentiate between naturally or human-generated data and machine-generated data. Despite these advancements,…

Computation and Language · Computer Science 2024-10-22 Mohamad Elzohbi , Richard Zhao

In this paper, we comprehensively study on context-aware generation of Chinese song lyrics. Conventional text generative models generate a sequence or sentence word by word, failing to consider the contextual relationship between sentences.…

Computation and Language · Computer Science 2019-06-18 Haoshen Fan , Jie Wang , Bojin Zhuang , Shaojun Wang , Jing Xiao

Large-scale pre-trained language models have demonstrated strong capabilities of generating realistic text. However, it remains challenging to control the generation results. Previous approaches such as prompting are far from sufficient,…

Computation and Language · Computer Science 2021-11-10 Xu Zou , Da Yin , Qingyang Zhong , Ming Ding , Hongxia Yang , Zhilin Yang , Jie Tang

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

Classical Chinese poetry is a vital and enduring part of Chinese literature, conveying profound emotional resonance. Existing studies analyze sentiment based on textual meanings, overlooking the unique rhythmic and visual features inherent…

Computation and Language · Computer Science 2025-05-20 Xiaocong Du , Haoyu Pei , Haipeng Zhang

Natural Language Generation (NLG), and more generally generative AI, are among the currently most impactful research fields. Creative NLG, such as automatic poetry generation, is a fascinating niche in this area. While most previous…

Computation and Language · Computer Science 2024-11-11 Yanran Chen , Hannes Gröner , Sina Zarrieß , Steffen Eger

Different from the traditional translation tasks, classical Chinese poetry translation requires both adequacy and fluency in translating culturally and historically significant content and linguistic poetic elegance. Large language models…

Computation and Language · Computer Science 2024-12-31 Andong Chen , Lianzhang Lou , Kehai Chen , Xuefeng Bai , Yang Xiang , Muyun Yang , Tiejun Zhao , Min 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

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

Generating an article automatically with computer program is a challenging task in artificial intelligence and natural language processing. In this paper, we target at essay generation, which takes as input a topic word in mind and…

Computation and Language · Computer Science 2016-01-07 Bing Qin , Duyu Tang , Xinwei Geng , Dandan Ning , Jiahao Liu , Ting Liu

The rapid development of large language models (LLMs) has extended text generation tasks into the literary domain. However, AI-generated literary creations has raised increasingly prominent issues of creative authenticity and ethics in…

Computation and Language · Computer Science 2026-04-17 Jiang Li , Tian Lan , Shanshan Wang , Dongxing Zhang , Dianqing Lin , Guanglai Gao , Derek F. Wong , Xiangdong Su

Recently, neural models have been proposed for headline generation by learning to map documents to headlines with recurrent neural networks. Nevertheless, as traditional neural network utilizes maximum likelihood estimation for parameter…

Computation and Language · Computer Science 2016-10-11 Ayana , Shiqi Shen , Yu Zhao , Zhiyuan Liu , Maosong Sun

We describe Verse by Verse, our experiment in augmenting the creative process of writing poetry with an AI. We have created a group of AI poets, styled after various American classic poets, that are able to offer as suggestions generated…

Computation and Language · Computer Science 2022-05-12 David Uthus , Maria Voitovich , R. J. Mical

Recently, generative pre-trained models have made significant strides, particularly highlighted by the release of ChatGPT and GPT-4, which exhibit superior cross-domain capabilities. However, these models still face challenges on…

Computation and Language · Computer Science 2024-11-21 Xu Zou

The generation of classical Chinese \textit{Ci} poetry, a form demanding a sophisticated blend of structural rigidity, rhythmic harmony, and artistic quality, poses a significant challenge for large language models (LLMs). To systematically…

Computation and Language · Computer Science 2026-02-17 Shangqing Zhao , Yupei Ren , Yuhao Zhou , Xiaopeng Bai , Man Lan

In this work we propose a new task: artistic visualization of classical Chinese poems, where the goal is to generatepaintings of a certain artistic style for classical Chinese poems. For this purpose, we construct a new dataset called…

Computer Vision and Pattern Recognition · Computer Science 2021-09-29 Dan Li , Shuai Wang , Jie Zou , Chang Tian , Elisha Nieuwburg , Fengyuan Sun , Evangelos Kanoulas

Previous detection studies have shown that LLMs cannot be effectively used as detectors, but these studies have not addressed modern Chinese poetry. Moreover, no relevant research has explored the performance of LLMs in detecting modern…

Computation and Language · Computer Science 2026-05-22 Shanshan Wang , Fengying Ye , Hanjia Lyu , Caiwen Gou , Junchao Wu , Jingming Yao , Chengzhong Xu , Jiebo Luo , Derek F. Wong

We present a novel neural model for modern poetry generation in French. The model consists of two pretrained neural models that are fine-tuned for the poem generation task. The encoder of the model is a RoBERTa based one while the decoder…

Computation and Language · Computer Science 2022-12-07 Mika Hämäläinen , Khalid Alnajjar , Thierry Poibeau

Chinese font generation aims to create a new Chinese font library based on some reference samples. It is a topic of great concern to many font designers and typographers. Over the past years, with the rapid development of deep learning…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Weiran Chen , Guiqian Zhu , Ying Li , Yi Ji , Chunping Liu