Unverified50% confidenceOpinionExact time
SWE-bench scores are considered to better reflect an agent's actual capabilities in production environments than traditional code generation benchmarks such as HumanEval.
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Long-term
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9/18/2026
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UnverifiedModel evaluations in the code generation field, such as HumanEval and SWE-bench, place special emphasis on functional correctness rather than fluency.77% similarUnverified评估智能体编程能力的主流基准包括SWE-bench、SWE-bench Verified和HumanEval76% similarUnverifiedSWE-bench involves high-level capabilities such as cross-file dependency analysis, version compatibility judgment, and regression test passing, making it more reflective of real engineering scenarios than function-writing benchmarks such as HumanEval69% similarUnverified一项代码生成研究发现,分阶段提示的准确率比一次性提示高得多67% similarUnverifiedSWE-bench相比HumanEval、MBPP等传统基准更贴近实际开发场景,考验模型对大型代码库的理解、跨文件依赖追踪和缺陷定位能力66% similar
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