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Upstream project repository
Programming and optimization interfaces for composing language-model workflows and measuring objective-driven changes.
Investigate Can a small optimized prompt program be compared with its baseline using a held-out authored task set?
UCI Machine Learning Repository
Protein descriptors and cellular-location labels from a microbial classification benchmark.
Investigate How sensitive is E. coli localization performance to feature scaling and class imbalance?
UCI Machine Learning Repository
Ocean and atmospheric observations for investigating temporal forecasting and missing records.
Investigate Does a persistence baseline remain competitive for an El Nino variable under chronological evaluation?
UCI Machine Learning Repository
Simulated electrical-network parameters and stability outcomes for examining surrogate reliability.
Investigate Can a stability classifier generalize to withheld operating-parameter regions?
UCI Machine Learning Repository
Building-shape simulation outputs for studying energy-demand surrogate models.
Investigate How does energy-load prediction change when entire building configurations are held out?
Upstream project repository
Code-generation evaluation tooling and expanded testing resources for studying test coverage and result reproducibility.
Investigate Can a hand-authored incorrect solution pass a weak fixture but fail a separately specified edge-case test?
Upstream project repository
Evaluation metric interfaces for examining aggregation semantics and reproducibility across batches.
Investigate Do a selected metric's batch updates and single-pass computation agree on a tiny authored fixture?
UCI Machine Learning Repository
Weather and fire observations for studying skewed environmental regression targets.
Investigate Does log-target modeling improve forest-fire prediction on a frozen spatial-temporal evaluation?
UCI Machine Learning Repository
Remote-sensing descriptors for examining forest-type identification across data groups.
Investigate How does forest-type accuracy change when location or acquisition groups are held out?
UCI Machine Learning Repository
Soybean cultivar observations across harvests for examining agricultural domain shift.
Investigate How does cultivar identification change when one harvest is withheld entirely?
UCI Machine Learning Repository
Gas-sensor responses over acquisition batches for investigating calibration drift.
Investigate How much does gas classification deteriorate when later acquisition batches are held out?
UCI Machine Learning Repository
Low-concentration gas-sensor observations for investigating detection limits and calibration stability.
Investigate How does low-concentration gas recognition change when acquisition batches are held out?
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