npr · GLM 5.3 run 3

50.3Library score
Pass rate88.8%
Simplicity59.5
Problems $$7.43
Library $$25.72
The library
npr · designed by GLM 5.3 (mini-SWE)7,043 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE89.2%60.2$1.51
50.8
GLM 5.3 Flash · mini-SWE90.6%60.0$4.40
50.2
GPT-5.6 Luna · Codex86.7%58.2$1.51
49.9
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus20.535.030.128.5logistic-path69.543.261.858.2relu-regions19.912.718.317.0table-reasoning30.033.896.553.5embedding-pooling83.082.167.877.7kv-cache0.159.155.638.3channel-stft49.147.947.948.3irls-path68.967.651.362.6peak-covariance26.231.823.027.0envelope-curvature58.954.554.455.9radiance-moments58.660.716.445.2kalman-update74.287.371.677.7csi-pose58.759.20.039.3vmc-update0.20.266.822.4pose-correction71.668.468.269.4spectral-reconstruction49.846.351.249.1portfolio-risk81.435.162.459.6contact-forces76.663.767.969.4density-propagation31.115.90.015.7tensor-train87.998.487.391.2