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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?
UCI Machine Learning Repository
Leaf image descriptors for comparing small botanical classification baselines.
Investigate Which leaf classes are unstable under repeated fixed splits and train-only feature scaling?
ReScience C
A replication report on learning from labels that contain errors, with source metadata identifying a Python deep-learning implementation.
Investigate How does a prespecified label-corruption schedule affect held-out accuracy and calibration across fixed seeds?
SciPy documentation
A reference for bounded nonlinear least squares, including Jacobians, robust losses, scaling and termination behavior.
Investigate How do robust-loss choice and variable scaling affect parameter recovery and residual error in a controlled contaminated-data fit?
UCI Machine Learning Repository
A synthetic display-recognition problem with controllable observation noise.
Investigate Does a classifier's error track the documented LED noise mechanism on a frozen evaluation design?
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?
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?
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?
Upstream project repository
Language-model evaluation tooling for tracking prompt construction, scoring choices and evaluation configuration.
Investigate Can two declared scoring configurations be compared without changing task examples or model revision?
SciPy documentation
A guide to dense linear systems, least squares, matrix factorizations, eigenproblems and matrix functions.
Investigate How do residuals and solution errors differ as a known linear system becomes ill-conditioned?
statsmodels documentation
A reference for linear mixed-effects models with group-specific random effects, variance components and likelihood-based fitting.
Investigate How accurately can fixed effects and variance components be recovered as group counts and group sizes vary?
Upstream project repository
Panel, instrumental-variable, and system regression estimators for econometrics.
Investigate Does two-stage least squares match the independently computed projection formula on a full-rank synthetic design?
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