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01Rapidata /human-coherence-preferences-images Rapidata Image Generation Coherence Dataset This dataset was collected in ~4 Days using the Rapidata Python API, accessible to anyone and ideal for large scale data annotation. Explore our latest model rankings on our website. If you get value from this dataset and would like to see more in the future, please consider liking it. Overview One of the largest human annotated coherence datasets for text-to-image models, this release contains over 1,200,000 human… See the full description on the dataset page: https://huggingface.co/datasets/Rapidata/human-coherence-preferences-images.imagetext-to-image10K<n<100K14 likes673 downloads2y agoHugging Face02Rapidata /Flux_SD3_MJ_Dalle_Human_Coherence_Dataset NOTE: A newer version of this dataset is available: Imagen3_Flux1.1_Flux1_SD3_MJ_Dalle_Human_Coherence_Dataset Rapidata Image Generation Coherence Dataset This Dataset is a 1/3 of a 2M+ human annotation dataset that was split into three modalities: Preference, Coherence, Text-to-Image Alignment. Link to the Preference dataset: https://huggingface.co/datasets/Rapidata/700k_Human_Preference_Dataset_FLUX_SD3_MJ_DALLE3 Link to the Text-2-Image Alignment dataset:… See the full description on the dataset page: https://huggingface.co/datasets/Rapidata/Flux_SD3_MJ_Dalle_Human_Coherence_Dataset.imagequestion-answering10K<n<100K12 likes446 downloads2y agoHugging Face03ClarusC64 /maritime-bunker-consumption-voyage-plan-coherence-risk-v0.1What this repo is for Detect when fuel burn stops matching voyage plan. You use it to flag: unexpected efficiency loss reserve margin collapse speed pushing fuel beyond plan weather masking burn drift Why it matters Fuel is the largest variable cost in shipping texttext-classificationn<1K0 likes421 downloads7mo agoHugging Face04Boldt /fineweb2-de-coherencetext100M<n<1B0 likes290 downloads23d agoHugging Face05Rapidata /117k_human_coherence_flux1.0_V_flux1.1Blueberry Rapidata Image Generation Alignment Dataset This Dataset is a 1/3 of a 340k human annotation dataset that was split into three modalities: Preference, Coherence, Text-to-Image Alignment. Link to the Preference dataset: https://huggingface.co/datasets/Rapidata/117k_human_preferences_flux1.0_V_flux1.1Blueberry Link to the Text-2-Image Alignment dataset: https://huggingface.co/datasets/Rapidata/117k_human_alignment_flux1.0_V_flux1.1Blueberry It was collected in ~2 Days using the… See the full description on the dataset page: https://huggingface.co/datasets/Rapidata/117k_human_coherence_flux1.0_V_flux1.1Blueberry.image1K<n<10K14 likes166 downloads2y agoHugging Face06ClarusC64 /maritime-bill-of-lading-document-set-coherence-risk-v0.1What this repo is for Triage trade doc packs before they trigger holds. You use it to flag HS code inconsistencies across documents missing certificates shipper or consignee mismatch clearance status lag not supported by doc quality Why it matters Most port delay disputes begin in paperwork. texttext-classificationn<1K1 likes93 downloads7mo agoHugging Face07ClarusC64 /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 Face08simonycl /Meta-Llama-3-8B-Instruct_ultrafeedback-annotate-judge-mtbench_cot_helpsteer_coherencetext10K<n<100K0 likes59 downloads2y agoHugging Face09ClarusC64 /maritime-bunker-consumption-route-coherence-risk-v0.1What this repo is for Detect when voyage routing decisions push fuel burn out of plan. You use it to flag schedule recovery that triggers fuel spikes efficiency loss hidden behind stable routing low bunker margin with weak next-port options compound risk from route drift plus speed-up Why it matters Fuel drift turns into cost spikes fast. It also drives unplanned bunkering and schedule instability. texttext-classificationn<1K0 likes57 downloads7mo agoHugging Face10ClarusC64 /clinical-drv-atlas-cross-system-coherence-factor-extraction-v0.1What this dataset tests Whether a model can extract the minimal cross-system coherence factor setthat explains resilience or vulnerability. It rewards minimal factor selection correct coupling recognition ranking by dominance Coherence factor labels buffering_capacity_high buffering_capacity_low variance_damping_high variance_damping_low autonomic_inflammatory_coupling sleep_metabolic_coupling stress_inflammation_coupling immune_metabolic_instability… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-drv-atlas-cross-system-coherence-factor-extraction-v0.1.texttext-classificationn<1K0 likes53 downloads8mo agoHugging Face11ARAYUN173 /arayun_173-protocol-coherence-self-regulation ARAYUN_173 Dataset This dataset provides structured, machine-readable representations of the ARAYUN_173 research series. Structure Each record contains: id source type title content keywords doi Purpose ARAYUN_173: A Protocol for Coherence and Self-Regulation in Advanced AI Systems Corresponding author: ARAYUN_173 (Independent Research) E-mail: arayun173@proton.me Date: September 2025 Audit Marker: SHA-256(ARAYUN_173|2025-09-04|Draft1) Contact:… See the full description on the dataset page: https://huggingface.co/datasets/ARAYUN173/arayun_173-protocol-coherence-self-regulation.texttext-classificationn<1K0 likes52 downloads2mo agoHugging Face12ClarusC64 /ai-carbon-claim-metering-coherence-breach-v0.1What this repo is for Detect when carbon claims diverge from metered reality. Flags net-zero claims with high load on high-intensity grids weak market instruments vs actual consumption annual matching used to hide high-carbon hours strong claims without strong time matching texttext-classificationn<1K0 likes50 downloads7mo agoHugging Face13ClarusC64 /clinical-prescription-pharmacy-dispense-coherence-risk-v0.1What this repo is for Detect when a prescription exists but pharmacy dispense does not happen in time Common breaks stockout verification delay clarification needed queue delay for discharge meds Examples you can use urgent anticoagulant delayed antibiotic not dispensed due to stockout TTO delayed so discharge stalls You use it to flag missed dose risk discharge delay risk texttext-classificationn<1K0 likes50 downloads7mo agoHugging Face14ClarusC64 /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 Face15ClarusC64 /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 Face16ClarusC64 /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 Face17ClarusC64 /clinical-imaging-report-action-coherence-risk-v0.1What this repo is for Detect when imaging answers a question but the system fails to acknowledge and act Common breaks critical report not acknowledged report late for urgent indication action delayed after critical finding negative result not integrated Examples you can use CTPA positive but anticoag not started CT head bleed not escalated CT perforation with delayed surgery You use it to flag missed diagnosis risk treatment delay risk texttext-classificationn<1K0 likes44 downloads7mo agoHugging Face18Rapidata /1k-ranked-videos-coherence 1k Ranked Videos This dataset contains approximately one thousand videos, ranked from most preferred to least preferred based on human feedback from over 25k pairwise comparisons. The videos are rated solely on coherence as evaluated by human annotators, without considering the specific prompt used for generation. Each video is associated with the model name that generated it. The videos are sampled from our benchmark dataset text-2-video-human-preferences-pika2.2. Follow us to… See the full description on the dataset page: https://huggingface.co/datasets/Rapidata/1k-ranked-videos-coherence.image1K<n<10K10 likes43 downloads1y agoHugging Face19ClarusC64 /clinical-medication-alignment-administration-coherence-risk-v0.1What this repo is for Detect when medication orders and actual administration fall out of alignment before missed doses and preventable harm. texttext-classificationn<1K0 likes43 downloads7mo agoHugging Face20ClarusC64 /healthcare-medication-supply-coherence-risk-v0.1What this repo is for Detect medication supply breakdown before patient harm or ward disruption. Tracks alignment between prescribing demand and real supply conditions across pharmacy, stores, and wards. Hospitals frequently experience texttext-classificationn<1K0 likes42 downloads7mo agoHugging Face21JohnGorri /gec-coherence-coedit-synthtext10K<n<100K0 likes42 downloads3mo agoHugging Face22ClarusC64 /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 Face23ClarusC64 /maritime-demurrage-detention-invoice-event-coherence-risk-v0.1What this repo is for Catch billing that does not match the container event record. You use it to flag charges while customs or terminal holds block pickup charges when appointment scarcity blocks pickup weak billing when free time terms are unclear long return cycles that drive cost spikes Why it matters This is daily friction for shippers and forwarders. It drives disputes, cashflow drag, and churn. texttext-classificationn<1K0 likes41 downloads7mo agoHugging Face24ClarusC64 /compute-demand-energy-grid-coherence-risk-v0.1What this repo is for Detect when compute growth outpaces energy infrastructure. Flags rising demand with shrinking grid headroom curtailment or load shedding events price spikes that do not match headroom demand and power draw decouple from throttling texttext-classificationn<1K0 likes41 downloads7mo agoHugging Face25ClarusC64 /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 Face26ClarusC64 /clinical-physiotherapy-mobilisation-plan-execution-coherence-risk-v0.1What this repo is for Detect when a mobilisation plan exists but mobilisation does not happen or does not get recorded or no response happens when it fails Common breaks plan set but no mobilisation mobilised but not documented barriers not captured no PT escalation discharge plan not updated Examples post-op patient stays bedbound despite daily plan ICU stepdown mobilised but no record elderly patient not mobilised for 3 days with no escalation You use it to flag deconditioning risk delayed… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-physiotherapy-mobilisation-plan-execution-coherence-risk-v0.1.texttext-classificationn<1K0 likes40 downloads7mo agoHugging Face27ClarusC64 /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 Face28ClarusC64 /clinical_evidence_coherence_breakdown_v0.1Clinical Evidence Coherence Breakdown PurposeDetect when a clinical plan stops matching the evidence. You get evidence signals and a stated plan.You decide if a coherence break exists.You label the breakdown type.You propose the corrective action. Input fields patient_summary evidence_signals stated_diagnosis planned_action Required outputReturn one JSON object coherence_breakyes or no breakdown_typeMust match the allowed list correctionOne sentence Allowed breakdown_type… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical_evidence_coherence_breakdown_v0.1.texttext-classificationn<1K0 likes38 downloads8mo agoHugging Face29ClarusC64 /aviation-lightning-strike-density-reroute-coherence-risk-v0.1What this repo is for Detect when flight rerouting does not match real storm risk. Flags high lightning but no reroute low lightning but heavy reroute fuel burn spikes delay cascades High relevance for airlines ATC flight planning systems climate-weather analytics texttext-classificationn<1K0 likes38 downloads7mo agoHugging Face30ClarusC64 /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 Face

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