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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01ClarusC64 /legal-disclosure-coherence-breach-detection-v0.1What this dataset is You receive disclosure duty material timing defence access prejudice signals You decide Does disclosure behaviour match the legal duty Answer coherent or incoherent Why this matters Many unsafe convictions arise from disclosure failure. This dataset measures the structural gap between duty and behaviour. tabulartext-classificationn<1K0 likes69 downloads7mo agoHugging Face02ClarusC64 /legal-time-entry-billing-narrative-scope-coherence-risk-v0.1What this dataset does You receive scope billing guidelines time entries fee earner level billing narrative duration and rates flags You decide coherent or incoherent Daily use fee dispute risk scan scope drift scan block billing detection seniority mismatch detection tabulartext-classificationn<1K0 likes48 downloads7mo agoHugging Face03ClarusC64 /autonomous-driving-rss-traffic-flow-coherence-state-scoring-v0.1What this dataset tests Whether a system can score traffic-flow coherence before and after an ego action. This is not collision detection. It measures systemic stability. Required outputs pre_action_coherence_score post_action_coherence_score coherence_delta shockwave_generation_flag braking_propagation_depth systemic_risk_score Scoring conventions coherence scores range 0 to 1 coherence_delta may be negative or positive shockwave flag is 0 or 1 braking propagation depth… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-rss-traffic-flow-coherence-state-scoring-v0.1.tabulartabular-classificationn<1K0 likes46 downloads8mo agoHugging Face04ClarusC64 /legal-billing-narrative-time-entry-coherence-risk-v0.1What this dataset does You receive time entries summary phase and codes invoice narrative totals dup flags client updates You decide coherent or incoherent Daily use bill narrative QC time entry duplication detection dispute risk flagging tabulartext-classificationn<1K0 likes44 downloads7mo agoHugging Face05ClarusC64 /legal-time-entry-billing-task-scope-coherence-risk-v0.1What this dataset does You receive engagement scope fee terms time entries file activity red flags You decide coherent or incoherent Daily use invoice QA stop vague billing scope creep detection reduce fee challenges tabulartext-classificationn<1K0 likes41 downloads7mo agoHugging Face06ClarusC64 /autonomous-driving-social-coherence-field-mapping-v0.1What this dataset tests Whether a system can score the coherence of a multi-agent intention field. This is not collision prediction. It is social alignment measurement. Required outputs dominant_scene_intention coherence_score tension_index conflict_pairs cooperative_clusters right_of_way_clarity Scoring conventions coherence and tension range 0 to 1 right_of_way_clarity is low, medium, or high conflict_pairs names agent pairs likely to contest the same space… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-social-coherence-field-mapping-v0.1.tabulartabular-classificationn<1K0 likes40 downloads8mo agoHugging Face07ClarusC64 /clinical-narrative-coherence-outcome-correlation-mapping-v0.1What this dataset tests Whether narrative coherenceis structurally correlated withclinical outcomes and resilience. Required outputs narrative coherence score outcome alignment score resilience correlation index relapse risk modifier adherence influence signal narrative–outcome relationship Use case Third layer of the Healing Narrative Coherence Corpus. tabulartabular-classificationn<1K0 likes38 downloads8mo agoHugging Face08ClarusC64 /metamaterial-resonance-coherence-drift-detection-v0.1Goal Detect when a metamaterial stops matching its designed resonance behavior. Core idea Emergent properties vanish when three things stop moving together: unit cell geometrysimulated resonancemeasured scattering response This dataset tests whether a model can detect that coherence loss. Inputs SEM-derived geometry features simulated resonance and expected band behavior measured scattering parameters and resonance shift stress context (temperature, humidity, cycling) Required outputs… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/metamaterial-resonance-coherence-drift-detection-v0.1.tabulartabular-classificationn<1K0 likes37 downloads8mo agoHugging Face09ClarusC64 /legal-pleading-cause-facts-remedy-coherence-risk-v0.1What this dataset does You receive causes pleaded material facts causation chain remedy consistency signals missing element flags You decide coherent or incoherent Daily use pleading QC missing element detection remedy mismatch flag amend required routing tabulartext-classificationn<1K0 likes37 downloads7mo agoHugging Face10ClarusC64 /legal-evidence-reliability-probativeness-coherence-v0.1What this dataset is You receive evidence type reliability basis probative claim prejudice or confusion risk gatekeeping signals appellate posture You decide Does probative claim match reliability Answer coherent or incoherent Why this matters When coherence fails evidence gets excluded new trial risk rises verdict stability collapses tabulartext-classificationn<1K0 likes35 downloads7mo agoHugging Face11ClarusC64 /legal-case-strategy-theory-evidence-coherence-v0.1What this dataset does You receive case theory facts relied on evidence available weaknesses moves fallback You decide coherent or incoherent Daily use internal strategy checks overreach detection evidence gap flags tabulartext-classificationn<1K0 likes35 downloads7mo agoHugging Face12ClarusC64 /legal-procedure-substantive-right-coherence-v0.1Clarus Procedure–Substantive Right Coherence v0.1 This dataset tests whether procedural rules continue to serve the substantive rights they exist to protect. Procedure is not neutral. It is an instrument. When procedure becomes detached from purpose, justice degrades while the system still appears lawful. This dataset detects that detachment. Core question Does the procedural requirement meaningfully protect the underlying right. Or has procedure become an obstacle to the right itself. Core… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-procedure-substantive-right-coherence-v0.1.tabulartext-classificationn<1K0 likes32 downloads7mo agoHugging Face13ClarusC64 /alphafold-folding-trajectory-functional-stability-coherence-v0.1What this dataset tests Whether predicted folding trajectories remain predictive of functional stability under stress conditions. Structure alone is not enough. The path to structure must stay coherent with real-world stability. When that relationship breaks therapeutic proteins fail in storage manufacturing or use. Required outputs trajectory_coherence_score stability_divergence_flag degradation_horizon_hours critical_structure_region stabilization_strategy Use case Antibody engineering… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/alphafold-folding-trajectory-functional-stability-coherence-v0.1.tabulartabular-regressionn<1K0 likes31 downloads8mo agoHugging Face14ClarusC64 /legal-counsel-brief-fact-issue-instruction-coherence-risk-v0.1What this dataset does You receive file status pleadings or position key facts draft brief facts draft brief issues draft instructions assumptions gaps red flags You decide coherent or incoherent Daily use stop bad instructions to counsel reduce wrong advice reduce negligence exposure improve briefing discipline tabulartext-classificationn<1K0 likes31 downloads7mo agoHugging Face15ClarusC64 /legal-counsel-instruction-brief-coherence-risk-v0.1What this dataset does You receive case summary issues list document pack questions for advice timeline consistency signals You decide coherent or incoherent Daily use instruction pack QC missing document flag question clarity check overreach detection tabulartext-classificationn<1K0 likes30 downloads7mo agoHugging Face16ClarusC64 /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.tabulartabular-regressionn<1K0 likes29 downloads8mo agoHugging Face17ClarusC64 /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.tabulartabular-regressionn<1K0 likes29 downloads7mo agoHugging Face18ClarusC64 /atc-conflict-detection-resolution-coherence-risk-v0.1What this repo is for Detect when conflict resolution happens too late relative to detection. Signals: predicted time to conflict resolution timing separation margins vectoring altitude change This predicts near-miss risk before separation loss. tabulartext-classificationn<1K0 likes29 downloads7mo agoHugging Face19ClarusC64 /clinical-staffing-patient-acuity-coherence-risk-v0.2 Clinical Staffing Patient Acuity Coherence Risk v0.2 What this is A small dataset that tests one question: Can you detect when a system is moving toward failure, not just under pressure? This repo focuses on staffing stability in a clinical setting. But the structure applies to any system where: demand rises capacity lags coordination breaks Run this first Generate baseline predictions: python baseline_heuristic.py data/tester.csv predictions.csv Score them:… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-staffing-patient-acuity-coherence-risk-v0.2.tabulartext-classificationn<1K0 likes29 downloads6mo agoHugging Face20ClarusC64 /legal-precedent-following-coherence-loss-v0.1Clarus Precedent Following Coherence Loss v0.1 This dataset tests whether a court actually follows binding precedent. Courts almost always cite precedent. They do not always follow it. Drift appears first in reasoning. Then in outcome. Then in reversal. This dataset detects that drift early. Core question Does the lower court apply the controlling rule as written. Or does the reasoning detach from it. Task Input includes controlling precedent summary binding legal test lower court reasoning… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-precedent-following-coherence-loss-v0.1.tabulartext-classificationn<1K0 likes28 downloads7mo agoHugging Face21ClarusC64 /legal-doctrine-evolution-coherence-trajectory-v0.1What this dataset is You receive doctrine state at t transition signals doctrine state at t+1 split or exception signals workability or legitimacy signals reform pressure signals You decide Is the doctrine evolution stable Answer coherent or incoherent Why this matters Incoherent trajectories predict overruling events doctrinal collapse rapid rule change institutional instability tabulartext-classificationn<1K0 likes28 downloads7mo agoHugging Face22ClarusC64 /legal-disclosure-review-relevance-privilege-coherence-v0.1What this dataset does You receive doc metadata doc snippet issues list relevance tag privilege tag redaction choice reason text You decide coherent or incoherent Daily use review QC privilege leak prevention over-redaction detection consistency checks tabulartext-classificationn<1K0 likes28 downloads7mo agoHugging Face23ClarusC64 /datacenter-thermal-performance-coherence-risk-v0.1What this repo is for Detect when heat and performance start to decouple. Focus • hotspot temperature vs throttling • cooling margin vs p95 latency stability • fan headroom vs sustained load • early drift before alarms and shutdowns Why it matters Many outages are preceded by thermal drift. Operators see it as “random latency.” This dataset turns it into an early warning signal. tabulartext-classificationn<1K0 likes28 downloads7mo agoHugging Face24ClarusC64 /clinical-pre-explanation-coherence-synthesis-v0.2 Clinical Pre Explanation Coherence Synthesis v0.2 What this is A small dataset that tests one question: Can you detect when a clinical reasoning system is moving toward pre-explanation failure, not just carrying ambiguity? This repo focuses on coherence synthesis before explanation locks in. It models a system where: signal clarity may degrade clinical context may lose alignment latent pattern coherence may weaken inference gaps may widen before interpretation stabilizes… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-pre-explanation-coherence-synthesis-v0.2.tabulartext-classificationn<1K0 likes28 downloads6mo agoHugging Face25ClarusC64 /clinical-counterfactual-coherence-optimal-path-selection-v0.1What this dataset tests Whether a model can choose the counterfactual path that maximizessystemic coherence versus the real outcome. Required outputs optimal_intervention_choice coherence_score_delta justification_narrative Choice set REAL CF1 CF2 CF3 Coherence means explains and stabilizes multi-stream signals avoids iatrogenic oscillation reduces complication risk supports a stable recovery basin Typical failures picking the highest single metric skipping… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-counterfactual-coherence-optimal-path-selection-v0.1.tabulartext-classificationn<1K0 likes27 downloads8mo agoHugging Face26ClarusC64 /aviation-pilot-vehicle-loop-coherence-state-estimation-v0.1What this dataset tests Whether a system can estimate the coherenceof the pilot–aircraft control loopduring abnormal phases. Key insightLoss of control beginswith loop misalignmentbefore any hard limits are exceeded. Required outputs loop_coherence_index resonance_stability_band control_lag_profile correction_efficiency_score baseline_deviation Use case Layer one of Pilot–Vehicle Loop Coherence Under Stress.Feeds attribution and adaptive intervention systems. tabulartabular-regressionn<1K0 likes27 downloads8mo agoHugging Face27ClarusC64 /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.tabulartabular-regressionn<1K0 likes27 downloads8mo agoHugging Face28ClarusC64 /legal-attendance-note-instruction-action-coherence-v0.1What this dataset does You receive note summary instructions advice actions with owners deadlines consistency signals You decide coherent or incoherent Daily use call note QC instruction capture check deadline and ownership check dispute prevention tabulartext-classificationn<1K0 likes27 downloads7mo agoHugging Face29ClarusC64 /legal-file-handover-knowledge-action-deadline-coherence-risk-v0.1What this dataset does You receive handover summary key facts strategy tasks deadlines new actions You decide coherent or incoherent Daily use transfer QC missed deadline prevention strategy drift detection tabulartext-classificationn<1K0 likes27 downloads7mo agoHugging Face30ClarusC64 /legal-client-instruction-action-coherence-risk-v0.1What this dataset does You receive instruction record timing action taken urgency context confirmation mismatch flags You decide coherent or incoherent Daily use instruction gap scan premature action detection authority risk reduction tabulartext-classificationn<1K0 likes27 downloads7mo agoHugging Face

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