{"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/building-dynamic-knowledge-graphs-from-text-2","title":"Building Dynamic Knowledge Graphs from Text-based Games","arxiv_id":"1910.09532","date":"2019-10-21","proceeding":null,"authors":["Mikuláš Zelinka","Xingdi Yuan","Marc-Alexandre Côté","Romain Laroche","Adam Trischler"],"abstract":"We are interested in learning how to update Knowledge Graphs (KG) from text. In this preliminary work, we propose a novel Sequence-to-Sequence (Seq2Seq) architecture to generate elementary KG operations. Furthermore, we introduce a new dataset for KG extraction built upon text-based game transitions (over 300k data points). We conduct experiments and discuss the results.","url_abs":"https://arxiv.org/abs/1910.09532v3","url_pdf":"https://arxiv.org/pdf/1910.09532v3.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":"building-dynamic-knowledge-graphs-from-text-2","repo_url":"https://github.com/MikulasZelinka/textworld_kg_dataset","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"knowledge-graphs","task_name":"Knowledge Graphs"},{"task_slug":"text-based-games","task_name":"text-based games"}],"methods":[],"datasets_introduced":[{"slug":"textworld-kg","name":"TextWorld KG","full_name":null}],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}