{"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/abstractive-dialogue-summarization-with","title":"Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue Acts","arxiv_id":"1809.05715","date":"2018-09-15","proceeding":null,"authors":["Chih-Wen Goo","Yun-Nung Chen"],"abstract":"Neural abstractive summarization has been increasingly studied, where the\nprior work mainly focused on summarizing single-speaker documents (news,\nscientific publications, etc). In dialogues, there are different interactions\nbetween speakers, which are usually defined as dialogue acts. The interactive\nsignals may provide informative cues for better summarizing dialogues. This\npaper proposes to explicitly leverage dialogue acts in a neural summarization\nmodel, where a sentence-gated mechanism is designed for modeling the\nrelationship between dialogue acts and the summary. The experiments show that\nour proposed model significantly improves the abstractive summarization\nperformance compared to the state-of-the-art baselines on AMI meeting corpus,\ndemonstrating the usefulness of the interactive signal provided by dialogue\nacts.","url_abs":"http://arxiv.org/abs/1809.05715v2","url_pdf":"http://arxiv.org/pdf/1809.05715v2.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":"abstractive-dialogue-summarization-with","repo_url":"https://github.com/MiuLab/DialSum","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"abstractive-dialogue-summarization","task_name":"Abstractive Dialogue Summarization"},{"task_slug":"abstractive-text-summarization","task_name":"Abstractive Text Summarization"},{"task_slug":"sentence","task_name":"Sentence"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1809.05715","atlas_url":"https://app.syntology.ai/?focus=1809.05715","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}