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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

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

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

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

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

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

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

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

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

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

Recent studies in sequence-to-sequence learning demonstrate that RNN encoder-decoder structure can successfully generate Chinese poetry. However, existing methods can only generate poetry with a given first line or user's intent theme. In…

Computation and Language · Computer Science 2019-11-20 Dayiheng Liu , Quan Guo , Wubo Li , Jiancheng Lv

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

Poetry generation is an interesting research topic in the field of text generation. As one of the most valuable literary and cultural heritages of China, Chinese classical poetry is very familiar and loved by Chinese people from generation…

Computation and Language · Computer Science 2020-03-26 Jinyi Hu , Maosong Sun

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

Computer poetry generation is our first step towards computer writing. Writing must have a theme. The current approaches of using sequence-to-sequence models with attention often produce non-thematic poems. We present a novel conditional…

Computation and Language · Computer Science 2020-03-06 Xiaopeng Yang , Xiaowen Lin , Shunda Suo , Ming Li

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 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

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

Learning and generating Chinese poems is a charming yet challenging task. Traditional approaches involve various language modeling and machine translation techniques, however, they perform not as well when generating poems with complex…

Computation and Language · Computer Science 2016-06-23 Qixin Wang , Tianyi Luo , Dong Wang , Chao Xing
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