{"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/query-based-abstractive-summarization-using","title":"Query-Based Abstractive Summarization Using Neural Networks","arxiv_id":"1712.06100","date":"2017-12-17","proceeding":null,"authors":["Johan Hasselqvist","Niklas Helmertz","Mikael Kågebäck"],"abstract":"In this paper, we present a model for generating summaries of text documents\nwith respect to a query. This is known as query-based summarization. We adapt\nan existing dataset of news article summaries for the task and train a\npointer-generator model using this dataset. The generated summaries are\nevaluated by measuring similarity to reference summaries. Our results show that\na neural network summarization model, similar to existing neural network models\nfor abstractive summarization, can be constructed to make use of queries to\nproduce targeted summaries.","url_abs":"http://arxiv.org/abs/1712.06100v1","url_pdf":"http://arxiv.org/pdf/1712.06100v1.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":"query-based-abstractive-summarization-using","repo_url":"https://github.com/helmertz/querysum","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"query-based-abstractive-summarization-using","repo_url":"https://github.com/helmertz/querysum-data","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"abstractive-text-summarization","task_name":"Abstractive Text Summarization"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1712.06100","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}