{"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/coder-issue-resolving-with-multi-agent-and","title":"CodeR: Issue Resolving with Multi-Agent and Task Graphs","arxiv_id":"2406.01304","date":"2024-06-03","proceeding":null,"authors":["Dong Chen","Shaoxin Lin","Muhan Zeng","Daoguang Zan","Jian-Gang Wang","Anton Cheshkov","Jun Sun","Hao Yu","Guoliang Dong","Artem Aliev","Jie Wang","Xiao Cheng","Guangtai Liang","Yuchi Ma","Pan Bian","Tao Xie","Qianxiang Wang"],"abstract":"GitHub issue resolving recently has attracted significant attention from academia and industry. SWE-bench is proposed to measure the performance in resolving issues. In this paper, we propose CodeR, which adopts a multi-agent framework and pre-defined task graphs to Repair & Resolve reported bugs and add new features within code Repository. On SWE-bench lite, CodeR is able to solve 28.33% of issues, when submitting only once for each issue. We examine the performance impact of each design of CodeR and offer insights to advance this research direction.","url_abs":"https://arxiv.org/abs/2406.01304v3","url_pdf":"https://arxiv.org/pdf/2406.01304v3.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":"coder-issue-resolving-with-multi-agent-and","repo_url":"https://github.com/nl2code/coder","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}}],"tasks":[{"task_slug":"bug-fixing","task_name":"Bug fixing"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2406.01304","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}