P

npr · Production library run 2

46.2Library score
Pass rate83.6%
Simplicity60.5
Problems $$8.82

Implementers use the real production library (ndarray).

ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE85.8%62.3$1.80
49.7
GLM 5.3 Flash · mini-SWE83.9%59.5$5.48
45.6
GPT-5.6 Luna · Codex81.1%59.7$1.55
43.5
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean

Click a problem to see how each solution's score is built.