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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,…

人工智能 · 计算机科学 2018-09-13 Xiaoyuan Yi , Maosong Sun , Ruoyu Li , Zonghan Yang

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…

人工智能 · 计算机科学 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…

计算与语言 · 计算机科学 2020-02-10 Brendan Bena , Jugal Kalita

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…

人工智能 · 计算机科学 2018-09-13 Xiaoyuan Yi , Ruoyu Li , Maosong Sun

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…

计算与语言 · 计算机科学 2018-09-13 Jiyuan Zhang , Dong Wang

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…

计算与语言 · 计算机科学 2020-03-06 Xiaopeng Yang , Xiaowen Lin , Shunda Suo , Ming Li

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…

计算与语言 · 计算机科学 2024-09-09 Ran Zhang , Steffen Eger

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…

计算与语言 · 计算机科学 2024-11-11 Yanran Chen , Hannes Gröner , Sina Zarrieß , Steffen Eger

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,…

计算与语言 · 计算机科学 2016-12-08 Zhe Wang , Wei He , Hua Wu , Haiyang Wu , Wei Li , Haifeng Wang , Enhong Chen

Creating systems capable of generating virtually infinite variations of complex and novel behaviour without predetermined goals or limits is a major challenge in the field of AI. This challenge has been addressed through the development of…

神经与进化计算 · 计算机科学 2024-06-10 Fuma Aki , Riku Ikeda , Takumi Saito , Ciaran Regan , Mizuki Oka

While the history of machine learning so far largely encompasses a series of problems posed by researchers and algorithms that learn their solutions, an important question is whether the problems themselves can be generated by the algorithm…

神经与进化计算 · 计算机科学 2019-02-22 Rui Wang , Joel Lehman , Jeff Clune , Kenneth O. Stanley

Writers, poets, singers usually do not create their compositions in just one breath. Text is revisited, adjusted, modified, rephrased, even multiple times, in order to better convey meanings, emotions and feelings that the author wants to…

计算与语言 · 计算机科学 2021-02-09 Andrea Zugarini , Luca Pasqualini , Stefano Melacci , Marco Maggini

Controllable text generation is a challenging and meaningful field in natural language generation (NLG). Especially, poetry generation is a typical one with well-defined and strict conditions for text generation which is an ideal playground…

计算与语言 · 计算机科学 2023-12-20 Zhiyuan Hu , Chumin Liu , Yue Feng , Anh Tuan Luu , Bryan Hooi

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…

计算与语言 · 计算机科学 2022-11-07 Ziyao Wang , Lujin Guan , Guanyu Liu

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…

计算与语言 · 计算机科学 2019-11-20 Dayiheng Liu , Quan Guo , Wubo Li , Jiancheng Lv

Creating open-ended algorithms, which generate their own never-ending stream of novel and appropriately challenging learning opportunities, could help to automate and accelerate progress in machine learning. A recent step in this direction…

神经与进化计算 · 计算机科学 2020-04-14 Rui Wang , Joel Lehman , Aditya Rawal , Jiale Zhi , Yulun Li , Jeff Clune , Kenneth O. Stanley

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…

计算与语言 · 计算机科学 2021-10-26 Chenlei Bao , Lican Huang

Existing recurrent neural language models often fail to capture higher-level structure present in text: for example, rhyming patterns present in poetry. Much prior work on poetry generation uses manually defined constraints which are…

计算与语言 · 计算机科学 2019-09-17 Harsh Jhamtani , Sanket Vaibhav Mehta , Jaime Carbonell , Taylor Berg-Kirkpatrick

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.…

计算机视觉与模式识别 · 计算机科学 2018-10-11 Bei Liu , Jianlong Fu , Makoto P. Kato , Masatoshi Yoshikawa

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…

计算与语言 · 计算机科学 2020-05-05 Lei Shen , Xiaoyu Guo , Meng Chen
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