npr · GLM 5.3 run 1

46.8Library score
Pass rate80.5%
Simplicity62.6
Problems $$8.11
Library $$29.31
The library
npr · designed by GLM 5.3 (mini-SWE)8,685 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE69.0%62.4$1.74
39.4
GLM 5.3 Flash · mini-SWE78.5%67.0$4.72
47.4
GPT-5.6 Luna · Codex94.0%58.5$1.66
53.6
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus0.011.430.213.9logistic-path0.072.558.843.8relu-regions0.034.421.218.5table-reasoning61.475.489.375.4embedding-pooling66.190.550.469.0kv-cache0.357.058.438.6channel-stft52.562.457.857.6irls-path69.049.756.258.3peak-covariance27.241.647.138.6envelope-curvature57.07.553.539.3radiance-moments54.449.556.153.4kalman-update65.782.072.273.3csi-pose59.10.051.136.7vmc-update0.10.20.10.1pose-correction1.785.059.848.8spectral-reconstruction57.848.453.253.1portfolio-risk34.486.861.560.9contact-forces60.265.762.062.6density-propagation22.626.556.735.3tensor-train99.20.775.558.4