datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aim-activation-informed-merging
AIM: does activation-informed merging change what makes a merge work?
Headline
AIM does exactly what it claims, the targeting is what makes it work — and it changes
nothing about what predicts a good merge.
AIM is exactly what it says on the tin, and that is verifiable from public artefacts alone.
The published with-AIM checkpoints are recovered, to R² = 0.9992, as a closed-form
per-input-channel shrinkage of their baseline twins toward the base model, with ω̂ =… See the full description on the dataset page: https://huggingface.co/datasets/Cross-Mergeability/aim-activation-informed-merging.orthogonal-activation-steering-TOXICnano-syn-catalytic-nanoparticle-activation-failure-v0.1Goal
Predict catalytic activation failure.
This is the failure mode wherenanoparticles sinter or restructureand activity collapses.
The key signal
Conversion and structure metricsstop moving together.
Inputs
reactor temperature
space velocity
conversion and selectivity
in situ XRD crystallite size
BET surface area
sintering indicator
Required outputs
activation_coherence_score
decoupling_flag
decoupling_type
activity_loss_horizon_hr
sintering_risk
stabilization_intervention_set
Decoupling… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/nano-syn-catalytic-nanoparticle-activation-failure-v0.1.clinical-monitoring-order-device-activation-coherence-risk-v0.1What this repo is for
This dataset tests whether a model can detect coupling failures between monitoring orders and actual device activation.
It measures alignment between
the clinical decision to monitor
and
the operational reality that monitoring is active with alarms configured and responded to.
It predicts
unmonitored deterioration
false reassurance when alarms are not handled
missed escalation after alarm events.
You use it for
patient safety monitoring
clinical AI eval for operational… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-monitoring-order-device-activation-coherence-risk-v0.1.ABX-RM-011_metabolic_bypass_activation-v0.1ABX-RM-011 Metabolic Bypass Activation
Purpose
Detect bypass pathway activation under stress before MIC crosses a resistant cutoff.
Core pattern
stress_index high
primary_flux_rel drops
bypass_share rises
growth_rate_rel rebounds while MIC stays below cutoff
later MIC crosses resistant_mic_cutoff_mg_L
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within strain series.
Required columns
row_id
series_id
timepoint_h
organism
strain_id
drug_name… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-RM-011_metabolic_bypass_activation-v0.1.ABX-HT-008_phototoxicity_activation-v0.1ABX-HT-008 Phototoxicity Activation
Purpose
Detect early phototoxicity activation when sunlight interaction stops behaving predictably.
Core pattern
host_stress_index high
drug_exposure_index high
uv_dose_index high
phototox_coherence_index drops
reaction_rise_vs_expected stays high
later_severe_phototox_flag appears
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within series treatment course.
Required columns
row_id
series_id
treatment_day
host_model… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-HT-008_phototoxicity_activation-v0.1.clinical-quad-irb-delay-contracting-lag-site-activation-drift-enrollment-shortfall-v0.1Clinical Quad IRB Delay Contracting Lag Site Activation Drift Enrollment Shortfall v0.1
Each row is a site monthly snapshot.
Core quad
IRB delayContracting lagSite activation driftEnrollment shortfall
Target
label_power_loss_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample demonstrates… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-irb-delay-contracting-lag-site-activation-drift-enrollment-shortfall-v0.1.orthogonal-activation-steering-TOXICABX-RM-003_efflux_pump_activation_cascade-v0.1ABX-RM-003 Efflux Pump Activation Cascade
Purpose
Detect a coherent rise in efflux expression that occurs before MIC shifts.
Core pattern
efflux_expression_rel rises across multiple timepoints
mic_drug_mg_L stays near baseline during the rise
mic_drug_mg_L rises later
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within strain series.
Required columns
row_id
series_id
timepoint_h
organism
strain_id
efflux_system
efflux_expression_rel
drug_name… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-RM-003_efflux_pump_activation_cascade-v0.1.multilingual-unsafe-tools-activation-bench