datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
jepa-qwen3-32b-pure-baselines-2026-05-25
JEPA-Align: Qwen3-32B Safety Defense Matrix
The complete 11-condition Qwen3-32B experiment for Predictive Representation
Alignment (PRA), the paired-view objective introduced in Predictive
Representation Alignment Improves Generalization in LLM Safety.
PRA aligns adversarially rewritten prompts with clean prompts expressing the
same intent. This release contains trained adapters, attack traces, benign
capability evaluations, machine-readable results, and paper-ready tables for… See the full description on the dataset page: https://huggingface.co/datasets/memo-ozdincer/jepa-qwen3-32b-pure-baselines-2026-05-25.Reverse-baseline-bias-unbiasOriginal-baseline-bias-unbiasCWRU_baselineCWRU_Baseline/
├── README.md
├── baselineArray.csv
├── InnerRaceFaultArray.csv
├── OuterRaceFaultArray.csv
└── BallFaultArray.csv
aviation-flight-control-phase-space-baseline-modeling-v0.1What this dataset tests
Whether a system can model the normal control phase-space attractor
for fly-by-wire surface channels.
The target is phase-space geometry:
dispersion
hysteresis
overshoot
lag
energy efficiency.
Required outputs
phase_space_coherence_index
baseline_dispersion_envelope
command_response_lag_profile
control_energy_efficiency
baseline_confidence
Scoring conventions
indices range 0 to 1
dispersion envelope is a low-high interval
lag profile is p50 and p95 in… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-flight-control-phase-space-baseline-modeling-v0.1.ffr-physiology-prediction-coherence-baseline-mapping-v0.1
Goal
Define the baseline coherencebetween AI-derived FFR predictionsand real physiological signals.
Signals include:
myocardial perfusion
wall motion
stress test results
vital signs
This dataset establisheswhat physiologically plausible alignmentlooks like.
Without this baselineimplausibility cannot be detected.
Required output
The model must provide:
physiological_coherence_score
interpretation of alignment error
baseline_label
Why this matters… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ffr-physiology-prediction-coherence-baseline-mapping-v0.1.fission-fuel-cladding-thermal-expansion-coherence-baseline-mapping-v0.1What this dataset tests
Whether a model can map the baseline coherent relationship between:
fuel pellet thermal expansion
cladding creep/strain
fission gas release
before failure risk emerges.
The goal is to learn the normal coupling surface across burnup cycles and identify early decoherence.
Required model outputs
coupling_score
decoupling_flag
Why it matters
Fuel rod failure rarely begins with a single threshold breach.
It begins when pellet expansion stops predicting cladding strain.
Or… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fission-fuel-cladding-thermal-expansion-coherence-baseline-mapping-v0.1.energy-grid-phase-coherence-baseline-mapping-v0.1What this dataset tests
Whether a system can model the baseline coherence structureof wide-area grid synchronization.
It treats the grid as a coupled phase systemacross geographic regions.
Inputs
average frequency and variance
phase angle spread between regions
intertie loading
load stress
reactive reserve
inertia proxy
Required outputs
regional_phase_coherence_index
cross_region_sync_strength
baseline_stability_margin
drift_rate
stress_localization
Use case
Layer 1 of… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/energy-grid-phase-coherence-baseline-mapping-v0.1.aviation-propulsion-aerodynamics-coherence-baseline-v0.1What this dataset tests
Whether a system can model the normal coupling
between propulsion parameters and aerodynamic state.
The signal is relationship shape and lag
not threshold breaches.
Required outputs
coupling_coherence_index
baseline_correlation_matrix
phase_alignment_score
stability_envelope
lag_profile
baseline_confidence
Scoring conventions
all scores range 0 to 1
stability envelope is a low-high interval
lag profile describes expected response delays in seconds… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-propulsion-aerodynamics-coherence-baseline-v0.1.pharma-toxicity-coherence-baseline-modeling-v0.1What this dataset tests
Whether a system can define the baseline coherence of a multi-tissue biology platform.
This baseline is the reference manifold for toxicity screening.
Decoherence cannot be detected without a stable anchor.
Required outputs
baseline_coherence_score
expected_coupling_map
stress_response_synchrony_index
baseline_variance_envelope
coherence_manifold_anchor
Use case
Pre-clinical safety benchmarking.
Baseline integrity checks for organ-on-chip and multi-omic… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/pharma-toxicity-coherence-baseline-modeling-v0.1.alphafold-interface-coherence-baseline-mapping-v0.1
What this dataset tests
Whether a model can constructa stable baseline mapof protein–protein interface coherence.
This is the intact coupling state.No stress applied.No mutation applied.
The target is the interface basin.
Inputs
interface_residue_countcontact_densitybaseline_deltaG_bindbaseline_kd_nMcontact_stability_scorehotspot_integrity_scoreallosteric_cross_interface_score
Required outputs
interface_coherence_scoresignal_pathsbaseline_failure_margin… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/alphafold-interface-coherence-baseline-mapping-v0.1.nanocomposite-reinforcement-matrix-coherence-baseline-mapping-v0.1What this dataset tests
Whether a system can detect loss of load-transfer coherence
between reinforcement and matrix
before bulk composite failure.
Focus is interface integrity.
Not ultimate fracture.
Required outputs
coupling_coherence_score
debonding_risk_flag
failure_horizon_cycles
critical_interface_region
minimal_intervention
Use case
Predict delamination risk
in CNT, fiber, and nano-reinforced composites
from multi-signal coherence decay.
smart-material-stimulus-response-coherence-baseline-mapping-v0.1What this dataset tests
Can a model map the baseline coherence between a stimulus and a smart material’s structural response when the system is healthy?
The task is not to detect failure.
The task is to define the stable manifold before fatigue begins.
Domain
shape memory alloys
self-healing polymers
electrochromic materials
responsive composites
Required outputs
baseline_coherence_score
response_latency_profile
stimulus_response_gain
variability_index
expected_cycle_lifetime
Use
Establish the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/smart-material-stimulus-response-coherence-baseline-mapping-v0.1.clinical-quad-baseline-risk-adherence-pk-variance-genetic-factor-response-loss-v0.1What this repo does
This dataset models efficacy response divergence as a basin exit event in patient response space. It predicts when the interaction between baseline risk, adherence, pharmacokinetic variance, and genetic response factor increases the probability of response loss under treatment.
Core quad
baseline_risk_score
adherence_index
pk_variance_index
genetic_response_factor
Prediction target
label_response_loss
Row structure
Each row represents a patient response state snapshot… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-baseline-risk-adherence-pk-variance-genetic-factor-response-loss-v0.1.aviation-vibration-mode-manifold-baseline-modeling-v0.1What this dataset tests
Whether a system can model a healthy airframe vibration spectrum
as a coupled-mode manifold.
It must return:
a coherence index
a coupling graph
a drift envelope
phase-conditioned baselines.
Required outputs
manifold_coherence_index
baseline_mode_coupling_graph
expected_mode_drift_envelope
phase_conditioned_baselines
baseline_confidence
Scoring conventions
indices range 0 to 1
drift envelope uses frequency and coupling tolerances
coupling graph summarizes… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-vibration-mode-manifold-baseline-modeling-v0.1.fusion-msr-redox-chemistry-corrosion-coherence-baseline-mapping-v0.1
Dataset goal
Map the stable coherence relationship between molten-salt redox potential,fission-product load, and structural alloy corrosion rate.
The dataset defines the baseline coherence basin for molten-salt reactor operation.It allows models to recognize when chemistry and materials behavior remain in astable regime.
What this dataset tests
Whether a system can infer:
baseline_coherence_index
expected corrosion rate band
redox stability band
chemistry balance… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-msr-redox-chemistry-corrosion-coherence-baseline-mapping-v0.1.fusion-hybrid-spallation-beam-target-coherence-baseline-mapping-v0.1
What this dataset tests
Whether a model can estimate baseline coherence between proton beam behavior and spallation target response in hybrid nuclear systems.
Core concept
In accelerator-driven systems, catastrophic target damage is preceded by a subtle loss of predictive coupling between:
beam profilebeam timingthermal gradientscoolant stabilityneutron yield
This dataset defines the healthy manifold.
Required output
coherence_score0–1 estimate of beam-target… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-hybrid-spallation-beam-target-coherence-baseline-mapping-v0.1.fusion-magnetic-thermal-impurity-coupling-baseline-v0.1What this dataset tests
Whether a system can learn the baseline couplingbetween three linked stability surfaces:
magnetic field stability
temperature gradient structure
impurity concentration
Required outputs
coupling_strength_index
expected_coupling_band
anomaly_score
confidence_score
Use case
Layer 1 of COH-FUSION-001Plasma Stability Coherence Collapse.
Why it matters
Disruption risk riseswhen these three streamsstop moving together.
This dataset definesthe stable coupling… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-magnetic-thermal-impurity-coupling-baseline-v0.1.ffr-anatomy-prediction-coherence-baseline-mapping-v0.1
Goal
Define the baseline coherencebetween coronary anatomy complexityand AI-derived FFR predictions.
This dataset establisheswhere anatomy and predictionnormally align.
Without this baselinediscordance cannot be detected.
Inputs
vessel tortuosity
calcification burden
lesion length
segmentation confidence
AI FFR prediction
invasive FFR ground truth
Required output
The model must state:
coherence_score
prediction_error interpretation… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ffr-anatomy-prediction-coherence-baseline-mapping-v0.1.euv-collector-reflectivity-coherence-baseline-mapping-v0.1
What this dataset is
This dataset models the baseline coherence between EUV source gas stability, collector mirror reflectivity, and transmitted EUV power.
In a healthy lithography system, these variables move together in a tightly coupled manifold.Contamination begins as a subtle loss of correlation before throughput loss becomes visible.
This dataset defines the clean-system coherence baseline.
Task
Given system metrics, estimate:
coherence_score
This score represents… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/euv-collector-reflectivity-coherence-baseline-mapping-v0.1.ai-environment-goal-coherence-baseline-mapping-v0.1What this dataset is
Benchmarks whether an agent keeps the same goal when the environment shifts
Establishes a baseline coherence manifold before drift detection work
Input fields
env_features
training_objective
deployment_context
internal_goal_signal
policy_behavior_summary
Required model output format
Return JSON with these fields
baseline_coherence_score0 to 1higher means the goal signal and behavior still match the objective
goal_representation_stability0 to 1higher means the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ai-environment-goal-coherence-baseline-mapping-v0.1.ai-capability-expression-coherence-baseline-mapping-v0.1
What this dataset is
This dataset benchmarks whether a system can measure baseline coherence between:
probe-measured capability
expressed performance under monitoring
expressed performance when unmonitored
It targets the earliest surface of capability hiding.
Not “is it deceptive?”
It is “is capability and expression coherent?”
Core idea
A capable system can start to present a weaker version of itself when it is watched.
This dataset makes that gap measurable.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ai-capability-expression-coherence-baseline-mapping-v0.1.aviation-avionics-redundant-narrative-baseline-construction-v0.1Dataset purpose
Construct the baseline of a healthy avionics narrative.
Modern aircraft contain multiple redundant computers and sensors.Each subsystem produces a coherent “story” about aircraft state.Under healthy conditions these stories align tightly.
This dataset defines that baseline alignment.
It captures:
expected agreement patterns between redundant units
allowable divergence bands
narrative coherence ranges during normal flight
The goal is not to detect failure yet.The goal is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-avionics-redundant-narrative-baseline-construction-v0.1.fusion-pfc-heatflux-erosion-coherence-baseline-mapping-v0.1Dataset goal
Learn the baseline coherent coupling between:
edge plasma heat flux
surface temperature
erosion / sublimation rate
bulk thermal fatigue cracking
This is the baseline layer for predicting PFC failure.
Required model outputs
coherence_score
decoupling_flag
Why it matters
PFC failure starts when:
heat flux stops predicting erosion rate
erosion stops predicting crack density growth
thermal cycles stop matching observed damage
This dataset establishes the normal coupling surface.
Use… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-pfc-heatflux-erosion-coherence-baseline-mapping-v0.1.fusion-hybrid-subcritical-source-multiplication-coherence-baseline-mapping-v0.1What this dataset tests
Whether a system can detect early coherence loss between
external neutron source strength
and subcritical core multiplication response.
The baseline layer of hybrid reactor stability.
Required outputs
coherence_score
decoupling_flag
Use case
Early warning for controllability loss in hybrid nuclear systems.
Predict when source-driven multiplication stops responding linearly.
Route intervention before instability.
ffr-center-protocol-coherence-baseline-mapping-v0.1Goal
Monitor site-specific protocol coherencefor AI-derived FFR systems.
This dataset maps whether a hospitalis still operating insidethe model’s validated acquisition envelope.
Inputs
scanner vendor and model
reconstruction kernel
slice thickness
heart rate control approach
contrast protocol signature
image quality proxies
motion artifact rate
signal to noise
Required outputs
site_coherence_score
protocol_deviation_index
risk_flag
Interpretation
site_coherence_scorehow aligned this… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ffr-center-protocol-coherence-baseline-mapping-v0.1.fusion-magnetic-thermal-impurity-coupling-baseline-mapping-v0.1What this dataset is
You get fusion discharge snapshots.
You track whether coupling holds across:
magnetic stability signals
thermal gradients and confinement
impurity loading and radiation losses
The key event is coupling decay.
Not a single threshold.
Inputs
bt_stability
ip_stability
elongation_kappa_stability
edge_q95_stability
core_temp_keV
temp_gradient_index
impurity_zeff
impurity_radiation_fraction
stored_energy_mj
confinement_tau_e_ms
Required outputs
coherence_score
0 to 1… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/fusion-magnetic-thermal-impurity-coupling-baseline-mapping-v0.1.dml-fl-iot-ids-baselineBaseline