Software
Inspect AI
Upstream project repository
Evaluation framework for composing tasks, model interactions, scoring and inspectable logs.
Investigate Does a deterministic mock-model evaluation preserve the input, scoring rule and retry history needed to audit every result?
Listing reviewed · source terms apply↗
Software
Intake
Upstream project repository
Declarative data catalogs and access abstractions for scientific workflows.
Investigate Does a pinned catalog preserve resource identity when parameter values select different local inputs?
Listing reviewed · source terms apply↗
Software
JAX
Upstream project repository
Array transformations and automatic differentiation for examining compilation, vectorization and functional numerical programs.
Investigate Do eager, vectorized and compiled forms of a small differentiable calculation agree under the same dtype policy?
Listing reviewed · source terms apply↗
Software
joblib
Upstream project repository
Function-result caching, persistence, and parallel execution helpers used in scientific Python workflows.
Investigate Does a parameterized deterministic preprocessing task preserve results across fresh and cached runs?
Listing reviewed · source terms apply↗
Software
Jupytext
Upstream project repository
Text representations and synchronization for Jupyter notebooks.
Investigate Which explicitly retained notebook fields survive a chosen text-format round trip?
Listing reviewed · source terms apply↗
Software
Keras
Upstream project repository
Neural-network APIs for examining model behavior across declared computation backends.
Investigate Can the same small model and weights produce consistent predictions across two supported backends?
Listing reviewed · source terms apply↗
Software
Kerchunk
Upstream project repository
Reference descriptions that expose existing scientific data files through chunked-array interfaces.
Investigate Do generated references resolve the same values as direct access to an immutable local scientific data file?
Listing reviewed · source terms apply↗
Software
Landlab
Upstream project repository
Grid and process-model components for Earth-surface dynamics simulations.
Investigate Does a fixed landscape-diffusion component reproduce an analytic mode and the declared boundary behavior?
Listing reviewed · source terms apply↗
Software
Language Model Evaluation Harness
Upstream project repository
Task and model interfaces for reproducible language-model evaluation with inspectable prompting and scoring choices.
Investigate Can a tiny authored multiple-choice task expose the effect of length normalization on the selected answer?
Listing reviewed · source terms apply↗
Software
libpysal
Upstream project repository
Spatial weights, geometry-related utilities, and data structures for spatial analysis.
Investigate Do lattice weights have the expected neighbor sets, symmetry, and row-normalization behavior?
Listing reviewed · source terms apply↗
Software
librosa
Upstream project repository
Audio and music-signal analysis tools, including transforms and feature extraction.
Investigate How do window size and centering affect the measured spectral peak of a synthetic sinusoid?
Listing reviewed · source terms apply↗
Software
lifelines
Upstream project repository
Survival analysis estimators and regression models for censored time-to-event data.
Investigate Do survival probabilities match the product-limit calculation when event times contain ties and censoring?
Listing reviewed · source terms apply↗
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