{"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/mrn-a-locally-and-globally-mention-based","title":"MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction","arxiv_id":null,"date":"2021-08-01","proceeding":"Findings (ACL) 2021 8","authors":["Jingye Li","Kang Xu","Fei Li","Hao Fei","Yafeng Ren","Donghong Ji"],"abstract":"","url_abs":"https://aclanthology.org/2021.findings-acl.117","url_pdf":"https://aclanthology.org/2021.findings-acl.117.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":"mrn-a-locally-and-globally-mention-based","repo_url":"https://github.com/ljynlp/mrn","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"document-level-relation-extraction","task_name":"Document-level Relation Extraction"},{"task_slug":null,"task_name":"Relation"},{"task_slug":"relation-extraction","task_name":"Relation Extraction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/relation-extraction-on-docred","task":"Relation Extraction","dataset":"DocRED","model":"MRN+BERT","rank_in_archive_order":20,"of":62,"metrics":{"F1":"61.74","Ign F1":"59.52"},"uses_additional_data":false},{"leaderboard":"/sota/relation-extraction-on-docred","task":"Relation Extraction","dataset":"DocRED","model":"MRN","rank_in_archive_order":43,"of":62,"metrics":{"F1":"58.46","Ign F1":"56.19"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}