P

npr · Production library run 1

46.4Library score
Pass rate84.9%
Simplicity59.2
Problems $$10.76

Implementers use the real production library (ndarray).

ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE85.1%55.3$2.10
43.6
GLM 5.3 Flash · mini-SWE80.8%62.9$7.00
45.5
GPT-5.6 Luna · Codex88.6%59.4$1.67
50.2
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean

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