{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/a-multi-modal-chinese-poetry-generation-model","title":"A Multi-Modal Chinese Poetry Generation Model","arxiv_id":"1806.09792","date":"2018-06-26","proceeding":null,"authors":["Dayiheng Liu","Quan Guo","Wubo Li","Jiancheng Lv"],"abstract":"Recent studies in sequence-to-sequence learning demonstrate that RNN\nencoder-decoder structure can successfully generate Chinese poetry. However,\nexisting methods can only generate poetry with a given first line or user's\nintent theme. In this paper, we proposed a three-stage multi-modal Chinese\npoetry generation approach. Given a picture, the first line, the title and the\nother lines of the poem are successively generated in three stages. According\nto the characteristics of Chinese poems, we propose a hierarchy-attention\nseq2seq model which can effectively capture character, phrase, and sentence\ninformation between contexts and improve the symmetry delivered in poems. In\naddition, the Latent Dirichlet allocation (LDA) model is utilized for title\ngeneration and improve the relevance of the whole poem and the title. Compared\nwith strong baseline, the experimental results demonstrate the effectiveness of\nour approach, using machine evaluations as well as human judgments.","url_abs":"http://arxiv.org/abs/1806.09792v1","url_pdf":"http://arxiv.org/pdf/1806.09792v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"a-multi-modal-chinese-poetry-generation-model","repo_url":"https://github.com/Epoch-Mengying/Generating-Poetry-with-Chatbot","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"model","task_name":"model"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}