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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?
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
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?
Upstream project repository
Model-provider interface and proxy tooling for inspecting request normalization, usage accounting and backend differences.
Investigate Can a local mock provider show whether retries and usage fields remain traceable without issuing any real model calls?
Upstream project repository
Code-model benchmark repository with time-aware task collections for studying evaluation provenance and data contamination.
Investigate Can task timestamps and release identifiers support a reproducible evaluation cut without silently mixing newer problems?
Upstream project repository
C/C++ language-model inference implementation for studying quantization and execution tradeoffs across supported hardware.
Investigate What output deviation and resource changes accompany one fixed quantization choice on an independently licensed tiny model?
UCI Machine Learning Repository
A constructed feature-selection problem for testing signal recovery among distracting dimensions.
Investigate Does feature selection improve Madelon classification when selection is nested inside training folds?
UCI Machine Learning Repository
Simulated telescope event features for studying signal-background discrimination.
Investigate How do classwise calibration and low-false-positive performance compare for two bounded gamma-event baselines?
UCI Machine Learning Repository
Aggregate road-traffic counts and weather context for evaluating demand forecasts over time.
Investigate Does a seasonal traffic baseline outperform a weather-assisted model on a final chronological holdout?
UCI Machine Learning Repository
Metro compressor sensor time series for investigating event detection and forecasting.
Investigate Can a fixed anomaly rule detect compressor events on a held-out chronological segment without label leakage?
UCI Machine Learning Repository
Microturbine operating measurements for evaluating electrical-output prediction across regimes.
Investigate How does electrical-energy prediction generalize to held-out microturbine operating regions?
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