Automatic Poetry Generation from Prosaic Text
In the last few years, a number of successful approaches have emerged that are able to adequately model various aspects of natural language. In particular, language models based on neural networks have improved the state of the art with regard to predictive language modeling, while topic models are successful at capturing clear-cut, semantic dimensions. In this paper, we will explore how these approaches can be adapted and combined to model the linguistic and literary aspects needed for poetry generation. The system is exclusively trained on standard, non-poetic text, and its output is constrained in order to confer a poetic character to the generated verse. The framework is applied to the generation of poems in both English and French, and is equally evaluated for both languages. Even though it only uses standard, non-poetic text as input, the system yields state of the art results for poetry generation.
Code (0)
등록된 구현이 없습니다.
Tasks
Language ModelingLanguage ModellingTopic ModelsSimilar Papers 제목 키워드 기반
Introducing Aspects of Creativity in Automatic Poetry Generation
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 part…
Language ModelingLanguage ModellingEvaluating Diversity in Automatic Poetry Generation
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 m…
DiversityText GenerationAshaar: Automatic Analysis and Generation of Arabic Poetry Using Deep Learning Approaches
Poetry holds immense significance within the cultural and traditional fabric of any nation. It serves as a vehicle for poets to articulate their emotions, preserve customs, and convey the essence of their culture. Arabic…
Chinese Poetry Generation with a Salient-Clue Mechanism
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 are…
PoetryDiffusion: Towards Joint Semantic and Metrical Manipulation in Poetry Generation
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…
DenoisingRhythmSentenceText Generation