{"url":"/method/songnet","slug":"songnet","name":"SongNet","full_name":"SongNet","full_name_withheld":false,"description_markdown":"**SongNet** is an auto-regressive [Transformer](https://paperswithcode.com/method/transformer)-based language model for rigid format text detection. Sets of symbols are tailor-designed to improve the modeling performance especially on format, rhyme, and sentence integrity. The attention mechanism is improved to impel the model to capture some future information on the format. A pre-training and fine-tuning framework is designed to further improve the generation quality.","description_state":"present","introduced_year":null,"introduced_by":{"title":null,"paper":null,"first_author":null,"n_authors":0,"url_abs":null,"archive_paper_url":null},"source":{"url":"https://arxiv.org/abs/2004.08022v2","title":"SongNet: Rigid Formats Controlled Text Generation","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Natural Language Processing","area_id":"natural-language-processing","collection":"Transformers","url":"/methods/category/transformers","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":null,"papers_newest_first":[{"paper":"/paper/rigid-formats-controlled-text-generation","title":"SongNet: Rigid Formats Controlled Text Generation","date":"2020-04-17","arxiv_id":"2004.08022","n_code_links":2,"syntology":{"ran":3,"of":8,"unverified":5,"pointer_only":0}}],"papers_shown":1,"tasks":[{"task":"/task/language-modelling","name":"Language Modelling","papers":1},{"task":"/task/sentence","name":"Sentence","papers":1},{"task":"/task/text-generation","name":"Text Generation","papers":1}],"tasks_shown":3,"n_tasks":3,"usage_by_year":[{"year":"2020","papers":1}],"row_source":"embedded","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/songnet"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}