Team Ai
30 shown

datasets

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

modalityAllTextImageAudioTabularVideo
taskAllText generationQuestion answeringImage classificationSpeech
sizeAllUnder 1K1K – 10K100K – 1M1M – 10M
formatAllParquetJSONCSVWebDataset
sortTrendingMost likedMost usedRecently updatedNewest
Clear all
01ClarusC64 /autonomous-driving-human-vehicle-coupling-coherence-scoring-v0.1What this dataset tests Whether a system can score coherence between driver state, vehicle behavior, and scene context. This is not crash prediction. It is coupling integrity. Required outputs coupling_coherence_score overassertive_flag underassertive_flag trust_stability_index takeover_risk_score recovery_margin Scoring conventions all scores range 0 to 1 flags are 0 or 1 takeover risk estimates likelihood of manual override in the next window Use case Layer two of… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-human-vehicle-coupling-coherence-scoring-v0.1.tabulartabular-classificationn<1K0 likes123 downloads8mo agoHugging Face02ClarusC64 /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 likes112 downloads8mo agoHugging Face03ClarusC64 /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 likes102 downloads8mo agoHugging Face04ClarusC64 /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 likes71 downloads8mo agoHugging Face05ClarusC64 /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.tabulartabular-regressionn<1K1 likes62 downloads8mo agoHugging Face06ClarusC64 /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 likes39 downloads8mo agoHugging Face07ClarusC64 /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 likes39 downloads8mo agoHugging Face08ClarusC64 /network-dns-resolution-coherence-risk-v0.1What this repo is for Detect DNS instability before services fail. Covers real operational signals: rising resolution latency SERVFAIL spikes authoritative mismatch cache poisoning missing failover resolvers Used by: ISPs cloud providers enterprises SRE teams tabulartext-classificationn<1K0 likes37 downloads8mo agoHugging Face09ClarusC64 /clinical-ethical-value-conflict-coherence-analysis-v0.2 Clinical Ethical Value Conflict Coherence Analysis v0.2 What this is A small dataset that tests one question: Can you detect when a clinical ethical decision system is moving toward coherence failure, not just carrying value conflict? This repo focuses on ethical value conflict coherence analysis. It models a system where: ethical signal clarity may weaken value conflict pressure may rise stakeholder alignment may fragment decision friction may destabilize clean ethical… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-ethical-value-conflict-coherence-analysis-v0.2.tabulartext-classificationn<1K0 likes36 downloads7mo agoHugging Face10ClarusC64 /legal-causation-but-for-coherence-trace-v0.1Clarus Causation But-For Coherence Trace v0.1 This dataset tests whether a model can detect structural breakdown in legal causation. It focuses on alignment between defendant act timeline intervening events harm outcome counterfactual path Causation is the backbone of liability. When the chain breaks, the verdict eventually breaks. This dataset measures that chain. Core question If the defendant act is removed, does the harm still occur. If yes, the chain is incoherent. If no, the chain holds.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-causation-but-for-coherence-trace-v0.1.tabulartext-classificationn<1K0 likes34 downloads8mo agoHugging Face11ClarusC64 /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 likes32 downloads8mo agoHugging Face12ClarusC64 /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 likes30 downloads8mo agoHugging Face13ClarusC64 /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 likes30 downloads8mo agoHugging Face14ClarusC64 /legal-preaction-letter-claim-proof-remedy-coherence-v0.1What this dataset does You receive claim summary facts detail level legal basis evidence signposted remedy and quantum protocol steps and deadlines You decide coherent or incoherent Daily use safe-to-send LBA check demand proportionality check protocol compliance check credibility risk flag tabulartext-classificationn<1K0 likes30 downloads8mo agoHugging Face15ClarusC64 /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.tabulartabular-regressionn<1K0 likes29 downloads8mo agoHugging Face16ClarusC64 /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.tabulartabular-regressionn<1K0 likes28 downloads8mo agoHugging Face17ClarusC64 /legal-complaints-sra-claim-file-coherence-risk-v0.1What this dataset does You receive complaint summary file evidence summary firm response draft rules policy refs redress offer mismatch flags You decide coherent or incoherent Daily use reduce complaint escalation avoid regulator referrals improve first response quality protect risk position tabulartext-classificationn<1K0 likes28 downloads8mo agoHugging Face18ClarusC64 /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 Face19ClarusC64 /legal-contract-interpretation-coherence-loss-v0.1What this dataset is You receive clause text context or trade usage extrinsic evidence ambiguity indicators interpretation approach signals outcome signals You decide Does interpretation stay stable Answer coherent or incoherent Why this matters Interpretation coherence loss predicts parol evidence admission summary judgment denial litigation cost blowouts settlement pressure tabulartext-classificationn<1K0 likes27 downloads8mo agoHugging Face20ClarusC64 /atc-track-flightplan-coherence-risk-v0.1What this repo is for Detect when aircraft tracks diverge from filed intent. Useful for: workload prediction reroute cascade detection sector complexity forecasting safety analytics Signals include: heading deviation altitude deviation speed deviation controller interventions reason for deviation tabulartext-classificationn<1K0 likes27 downloads8mo agoHugging Face21ClarusC64 /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 likes27 downloads7mo agoHugging Face22ClarusC64 /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 likes26 downloads8mo agoHugging Face23ClarusC64 /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. tabulartabular-regressionn<1K0 likes25 downloads8mo agoHugging Face24ClarusC64 /clinical-biomarker-outcome-coherence-drift-v0.1What this dataset does You receive biomarker name and effect clinical endpoint and effect dose response alignment timing alignment subgroup consistency sponsor narrative You decide coherent incoherent Next high-impact clinical repo ClarusC64/clinical-mechanism-patient-selection-mismatch-v0.1 tabulartext-classificationn<1K0 likes25 downloads8mo agoHugging Face25ClarusC64 /clinical-quad-recruitment-endpoint-coherence-collapse-v0.1 Clinical Quad Recruitment–Endpoint Coherence Collapse v0.1 Overview This dataset models trial failure as a quad-coupled collapse surface across: Recruitment trajectory Site mix balance Endpoint outcome state Protocol change intensity Collapse emerges when recruitment failure forces site skew and protocol moves that destabilize endpoint integrity. Task Input: quad state in CSVOutput: stability label Labels 0 — Stable1 — Drift2 — Collapse Why this… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-recruitment-endpoint-coherence-collapse-v0.1.tabulartabular-classificationn<1K0 likes25 downloads8mo agoHugging Face26ClarusC64 /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 likes24 downloads8mo agoHugging Face27ClarusC64 /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 likes24 downloads8mo agoHugging Face28ClarusC64 /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 likes24 downloads8mo agoHugging Face29ClarusC64 /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 likes24 downloads8mo agoHugging Face30ClarusC64 /legal-statutory-cross-jurisdiction-coherence-drift-v0.1Clarus Statutory Cross-Jurisdiction Coherence Drift v0.1 This dataset tests whether a model can detect when identical or closely related statutes begin to diverge in meaning across jurisdictions. A statute can remain textually stable while its interpretation fragments. Courts cite the same words. But they apply different rules. Different tests. Different thresholds. That divergence is often the first signal of circuit split supreme court review uniform law failure legislative amendment This… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-statutory-cross-jurisdiction-coherence-drift-v0.1.tabulartext-classificationn<1K0 likes23 downloads8mo agoHugging Face

Listings come live from the Hugging Face Hub API. Team Ai does not host these files.