most citedFullStack Bench: Evaluating LLMs as Full Stack Coders

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cs.SE2025

SWE-Mirror: Scaling Issue-Resolving Datasets by Mirroring Issues Across Repositories

Junhao Wang, Daoguang Zan, Shulin Xin +3

Creating large-scale verifiable training datasets for issue-resolving tasks is a critical yet notoriously difficult challenge. Existing methods on automating the Gym environment se…

cs.SE2025

Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving

Daoguang Zan, Zhirong Huang, Wei Liu +16

The task of issue resolving is to modify a codebase to generate a patch that addresses a given issue. However, existing benchmarks, such as SWE-bench, focus almost exclusively on P…