npr · DeepSeek V4 Pro run 2

37.9Library score
Pass rate85.1%
Simplicity47.4
Problems $$8.34
Library $$0.36
The library
npr · designed by DeepSeek V4 Pro (mini-SWE)2,709 source lines
ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE87.2%50.0$1.97
41.3
GLM 5.3 Flash · mini-SWE80.3%46.8$4.95
33.4
GPT-5.6 Luna · Codex87.9%45.3$1.42
39.1
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
cluster-consensus29.38.927.822.0logistic-path45.135.255.545.3relu-regions18.710.721.917.1table-reasoning93.033.959.862.2embedding-pooling73.260.855.663.2kv-cache0.047.438.828.7channel-stft53.848.043.948.6irls-path48.00.048.532.2peak-covariance22.931.222.225.4envelope-curvature45.09.230.928.4radiance-moments52.441.851.448.5kalman-update41.460.939.047.1csi-pose44.10.00.014.7vmc-update0.00.659.019.9pose-correction58.480.255.364.6spectral-reconstruction20.81.420.414.2portfolio-risk49.469.755.358.1contact-forces19.033.941.831.5density-propagation39.226.40.021.9tensor-train72.267.155.965.0