Guoxin Chen*, Fanzhe Meng*, Jiale Zhao*, Minghao Li, Daixuan Cheng, Huatong Song, Jie Chen, Yuzhi Lin, Hui Chen, Xin Zhao† , Ruihua Song†, Chang Liu, Cheng Chen, Kai Jia† and Ji-Rong Wen

We introduce BeyondSWE, a comprehensive benchmark that broadens existing evaluations along two axes—resolution scope and knowledge scope—using 500 real-world instances across four distinct settings. Together we develop SearchSWE, a framework that integrates deep search with coding abilities to analyse deep research for coding.