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We present a simple yet effective method for generating high quality classical Chinese poetry with Generative Pre-trained Language Model (GPT). The method adopts a simple GPT model, without using any human crafted rules or features, or…

Computation and Language · Computer Science 2019-09-06 Yi Liao , Yasheng Wang , Qun Liu , Xin Jiang

Classical Chinese poetry is a jewel in the treasure house of Chinese culture. Previous poem generation models only allow users to employ keywords to interfere the meaning of generated poems, leaving the dominion of generation to the model.…

Computation and Language · Computer Science 2019-09-04 Zhichao Yang , Pengshan Cai , Yansong Feng , Fei Li , Weijiang Feng , Elena Suet-Ying Chiu , Hong Yu

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

Chinese traditional poetry is an important intangible cultural heritage of China and an artistic carrier of thought, culture, spirit and emotion. However, due to the strict rules of ancient poetry, it is very difficult to write poetry by…

Computation and Language · Computer Science 2021-10-26 Chenlei Bao , Lican Huang

Chinese poetry generation is a very challenging task in natural language processing. In this paper, we propose a novel two-stage poetry generating method which first plans the sub-topics of the poem according to the user's writing intent,…

Computation and Language · Computer Science 2016-12-08 Zhe Wang , Wei He , Hua Wu , Haiyang Wu , Wei Li , Haifeng Wang , Enhong Chen

In this work, we demonstrate a Chinese classical poetry generation system called Deep Poetry. Existing systems for Chinese classical poetry generation are mostly template-based and very few of them can accept multi-modal input. Unlike…

Computation and Language · Computer Science 2019-11-20 Yusen Liu , Dayiheng Liu , Jiancheng Lv

Text-to-image generation models often struggle with key element loss or semantic confusion in tasks involving Chinese classical poetry.Addressing this issue through fine-tuning models needs considerable training costs. Additionally, manual…

Computer Vision and Pattern Recognition · Computer Science 2024-07-10 Jing Jiang , Yiran Ling , Binzhu Li , Pengxiang Li , Junming Piao , Yu Zhang

Research has shown that sequence-to-sequence neural models, particularly those with the attention mechanism, can successfully generate classical Chinese poems. However, neural models are not capable of generating poems that match specific…

Computation and Language · Computer Science 2018-09-13 Jiyuan Zhang , Dong Wang

Poetry is one of the most important art forms of human languages. Recently many studies have focused on incorporating some linguistic features of poetry, such as style and sentiment, into its understanding or generation system. However,…

Computation and Language · Computer Science 2021-06-04 Wenhao Li , Fanchao Qi , Maosong Sun , Xiaoyuan Yi , Jiarui Zhang

Chinese poetry is an important part of worldwide culture, and classical and modern sub-branches are quite different. The former is a unique genre and has strict constraints, while the latter is very flexible in length, optional to have…

Computation and Language · Computer Science 2020-05-05 Lei Shen , Xiaoyu Guo , Meng Chen

In order to test whether artificial intelligence can create qualified classical poetry like humans, the author proposes a study of Chinese classical poetry generation based on a pre-trained model. This paper mainly tries to use BART and…

Computation and Language · Computer Science 2022-11-07 Ziyao Wang , Lujin Guan , Guanyu Liu

It has been shown that Chinese poems can be successfully generated by sequence-to-sequence neural models, particularly with the attention mechanism. A potential problem of this approach, however, is that neural models can only learn…

Artificial Intelligence · Computer Science 2017-05-11 Jiyuan Zhang , Yang Feng , Dong Wang , Yang Wang , Andrew Abel , Shiyue Zhang , Andi Zhang

Poetry Generation involves teaching systems to automatically generate text that resembles poetic work. A deep learning system can learn to generate poetry on its own by training on a corpus of poems and modeling the particular style of…

Computation and Language · Computer Science 2020-02-10 Brendan Bena , Jugal Kalita

Automatic text generation has garnered growing attention in recent years as an essential step towards computer creativity. Generative Pretraining Transformer 2 (GPT2) is one of the state of the art approaches that have excellent successes.…

Computation and Language · Computer Science 2021-11-01 Tuan Nguyen , Hanh Pham , Truong Bui , Tan Nguyen , Duc Luong , Phong Nguyen

With the recent advances of neural models and natural language processing, automatic generation of classical Chinese poetry has drawn significant attention due to its artistic and cultural value. Previous works mainly focus on generating…

Computation and Language · Computer Science 2018-03-09 Linli Xu , Liang Jiang , Chuan Qin , Zhe Wang , Dongfang Du

As a precious part of the human cultural heritage, Chinese poetry has influenced people for generations. Automatic poetry composition is a challenge for AI. In recent years, significant progress has been made in this area benefiting from…

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

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

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

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

In recent years, the automatic generation of classical Chinese poetry has made great progress. Besides focusing on improving the quality of the generated poetry, there is a new topic about generating poetry from an image. However, the…

Computation and Language · Computer Science 2020-03-25 Yusen Liu , Dayiheng Liu , Jiancheng Lv , Yongsheng Sang
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