npr · GLM 5.3 run 2

49.0Library score
Pass rate84.1%
Simplicity62.3
Problems $$10.05
Library $$27.13
The library
npr · designed by GLM 5.3 (mini-SWE)9,569 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE84.2%63.9$1.69
50.2
GLM 5.3 Flash · mini-SWE81.4%64.5$6.69
48.2
GPT-5.6 Luna · Codex86.7%58.6$1.67
48.7
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus13.011.730.018.3logistic-path0.073.071.748.2relu-regions9.326.823.219.8table-reasoning97.572.670.580.2embedding-pooling53.661.160.558.4kv-cache65.553.660.359.8channel-stft56.050.044.250.1irls-path59.177.856.364.4peak-covariance1.127.128.618.9envelope-curvature50.062.463.758.7radiance-moments70.34.614.829.9kalman-update92.786.875.785.1csi-pose57.60.00.019.2vmc-update0.20.10.10.2pose-correction69.973.664.069.2spectral-reconstruction54.122.356.844.4portfolio-risk67.373.559.466.8contact-forces55.470.948.658.3density-propagation46.715.948.937.2tensor-train85.3100.095.993.7