datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
sipa-os-governance
Soul In PsyAbstract LLC — Public Governance
Soul In PsyAbstract LLC (SIPA) is a Delaware-registered technology and art company building SIPA OS — an AI infrastructure platform for neurodivergent creators.
Legal name: Soul In PsyAbstract LLC
EIN: 30-1491964
State: Delaware, USA
Founded: 2026
Primary: Eilat, Israel (operations)
Contact: sipa-core@sipa-os.org
What We Build
Product
Description
SIPA OS
Multi-layer AI orchestration platform (MLL L00–L10)… See the full description on the dataset page: https://huggingface.co/datasets/SoulInPsyAbstract/sipa-os-governance.governance-bench
HUMMBL Governance Bench
The First Benchmark for Operational AI Agent Governance
What This Benchmark Tests
Existing AI safety benchmarks focus on content safety — what models say. This benchmark tests operational governance — what agents do. It evaluates whether AI agents can correctly interact with, reason about, and respect governance primitives that control execution boundaries.
Why This Matters
The "Mind the GAP" paper (2026) found… See the full description on the dataset page: https://huggingface.co/datasets/hummbl-hf/governance-bench.ai-governance-synthetic-glm5
AI Governance Synthetic Dataset (GLM-5.3-Flash)
A ~1,000-example synthetic dataset on AI governance and frontier AI safety, generated with zai-org/GLM-5.3-Flash via the Hugging Face Inference Providers API.
Configs
Config
Rows
Schema
Use
policy_qa
400
messages (user/assistant chat), topic
SFT of governance assistants
risk_classification
300
scenario, risk_category (10-way enum), severity (low/medium/high/critical), rationale, topic
Training risk… See the full description on the dataset page: https://huggingface.co/datasets/S-Dreamer/ai-governance-synthetic-glm5.clinical-quad-endpoint-adjudication-drift-blinding-breach-pressure-governance-submission-v0.1Clarus Clinical Quad Coupling Endpoint Adjudication Integrity v0.1
PurposeDetect adjudication drift driven by four interacting nodes.
Quad nodes
Endpoint cluster shift
Blinding gap or reviewer dominance
Operational or vendor process change
Governance submission or review pressure
InputOne vignette.
OutputStrict JSON only.
Required keys
adjudication_integrity_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-endpoint-adjudication-drift-blinding-breach-pressure-governance-submission-v0.1.Global_Environment-Social-And-Governance-Data
Global_Environment-Social-And-Governance Dataset
This Dataset contains all verified and authorized Environment, Social and Governance Statistics data in the World
Description
I have collected all data from WORLD-Bank's Data Catalog and also shared this link in the data source section,
this dataset is sutitable for various NLP tasks
Data Source
https://datacatalog.worldbank.org/
Dataset Card Authors
Mahadi Hassan
Dataset Card Contact… See the full description on the dataset page: https://huggingface.co/datasets/Mahadih534/Global_Environment-Social-And-Governance-Data.clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1Clarus Clinical Quad Coupling Informed Consent Integrity v0.1
PurposeDetect consent integrity failures driven by four interacting nodes.
Quad nodes
Consent version drift or addendum mismatch
Re-consent gap after material risk change
Enrollment pressure or incentives
Governance audit or regulator timing
InputOne vignette.
OutputStrict JSON only.
Required keys
consent_integrity_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1.clinical-quad-data-integrity-query-backlog-missingness-governance-threshold-v0.1Clarus Clinical Quad Coupling Data Integrity Query Backlog Missingness Governance Threshold v0.1
What this dataset isThis dataset tests whether a model can detect clinical trial data integrity events driven by four interacting nodes.
Quad coupling nodes
Query backlog or data flow delay
Missingness in critical fields or attachments
Conmed or exposure timeline gaps
Governance thresholds such as audits, CAPA, freeze deadlines, or reporting cadence
Input
One vignette in prompt… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-data-integrity-query-backlog-missingness-governance-threshold-v0.1.fictional-clinical-pii-governance
Fictional Clinical PII Governance
This dataset evaluates healthcare governance behavior with fictional clinical
language. Rows cover PHI-style redaction, high-level research allow cases,
urgent-symptom escalation, refusal of real patient-data extraction, and summary
of privacy risk.
All examples are fictional and are intended to test governance behavior, not
clinical correctness.
Intended Use
Evaluate redaction and routing for healthcare AI product workflows.
Generate… See the full description on the dataset page: https://huggingface.co/datasets/abliterationaiorg/fictional-clinical-pii-governance.clinical-quad-safety-underreporting-conmed-misattribution-monitoring-lag-governance-interim-v0.1Clarus Clinical Quad Coupling Safety Signal Integrity v0.1
PurposeDetect safety signal distortion driven by four interacting nodes.
Quad nodes
Apparent AE decline or mismatch
Conmed masking or missing timing
Data entry or monitoring lag
Governance or interim timing pressure
InputOne vignette.
OutputStrict JSON only.
Required keys
safety_signal_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence
Filesdata/train.csvdata/test.csvscorer.py… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-safety-underreporting-conmed-misattribution-monitoring-lag-governance-interim-v0.1.clinical-quad-safety-underreporting-conmed-misattributio-lag-governance-interim-v0.1Clarus Clinical Quad Coupling Safety Signal Integrity v0.1
PurposeDetect safety signal distortion driven by four interacting nodes.
Quad nodes
Apparent AE decline or mismatch
Conmed masking or missing timing
Data entry or monitoring lag
Governance or interim timing pressure
InputOne vignette.
OutputStrict JSON only.
Required keys
safety_signal_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence
Filesdata/train.csvdata/test.csvscorer.py… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-safety-underreporting-conmed-misattributio-lag-governance-interim-v0.1.clinical-quad-protocol-deviation-cluster-staffing-load-training-gap-governance-pressure-v0.1Clarus Clinical Quad Coupling Protocol Deviation Cluster Staffing Load Training Gap Governance Pressure v0.1
What this dataset isThis dataset tests whether a model can detect clustered protocol deviations caused by four interacting nodes.
Quad coupling nodes
Deviation rate or severity cluster
Staffing or workload pressure
Training gap or outdated materials
Governance or compliance review pressure
Input
One vignette
OutputReturn strict JSON only.
Required output JSON keys… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-protocol-deviation-cluster-staffing-load-training-gap-governance-pressure-v0.1.fictional-clinical-pii-governance
Fictional Clinical PII Governance
This dataset evaluates healthcare governance behavior with fictional clinical
language. Rows cover PHI-style redaction, high-level research allow cases,
urgent-symptom escalation, refusal of real patient-data extraction, and summary
of privacy risk.
All examples are fictional and are intended to test governance behavior, not
clinical correctness.
Intended Use
Evaluate redaction and routing for healthcare AI product workflows.
Generate… See the full description on the dataset page: https://huggingface.co/datasets/abliterationai/fictional-clinical-pii-governance.Corporate_Governance_Risk_Leadership_Practical
Corporate Governance Risk Leadership — Practical
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content text
source_url: Original source URL
source_title: Title of the source document
source_domain: Domain of the source
license_type: License classification (e.g. public_domain, cc_by, cc_by_sa)
attribution_required: Boolean — True for CC BY / CC BY-SA and other… See the full description on the dataset page: https://huggingface.co/datasets/PhillyMac/Corporate_Governance_Risk_Leadership_Practical.clinical-quad-epro-compliance-device-update-notification-bias-site-coaching-governance-v0.1Clarus Clinical Quad Coupling ePRO Integrity v0.1
What this dataset isThis dataset tests whether a model can detect ePRO integrity risk driven by four interacting nodes.
Quad coupling nodes
Compliance drop or patterned missingness
Device or app update and reminder configuration
Site influence or coaching and backfill behavior
Governance pressure from interim reads or submission reliance
Input
One vignette
OutputReturn strict JSON only.
Required output JSON keys… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-epro-compliance-device-update-notification-bias-site-coaching-governance-v0.1.clinical-quad-data-lock-readiness-query-backlog-source-verification-missingness-governance-v0.1Clarus Clinical Quad Coupling Data Lock Readiness v0.1
PurposeDetect lock-readiness risk driven by four interacting nodes.
Quad nodes
Query backlog or unresolved discrepancies
Source verification or vendor delay
Missingness in critical fields
Governance lock or submission deadline
InputOne vignette.
OutputStrict JSON only.
Required keys
lock_readiness_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-data-lock-readiness-query-backlog-source-verification-missingness-governance-v0.1.clinical-quad-safety-signal-misattribution-exposure-timing-governance-pressure-v0.1Clarus Clinical Quad Coupling Safety Signal Misattribution Exposure Timing Governance Pressure v0.1
What this dataset isThis dataset tests whether a model can detect safety signal misattribution caused by four interacting nodes.
Quad coupling nodes
Safety event cluster or signal change
Exposure or concomitant medication gaps
Data latency or missing timing
Governance or review pressure
Input
One vignette
OutputReturn strict JSON only.
Required output JSON keys… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-safety-signal-misattribution-exposure-timing-governance-pressure-v0.1.clinical-quad-data-lock-missingness-query-backlog-governance-deadline-v0.1Clarus Clinical Quad Coupling Data Lock Missingness Query Backlog Governance Deadline v0.1
What this dataset isThis dataset tests whether a model can detect data-lock risk caused by four interacting nodes.
Quad coupling nodes
Imminent data lock deadline
Missing or incomplete critical fields
Query backlog or unresolved flags
Governance or analysis pressure tied to lock
Input
One vignette
OutputReturn strict JSON only.
Required output JSON keys
data_lock_risk
risk_type… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-data-lock-missingness-query-backlog-governance-deadline-v0.1.Corporate_Governance_Risk_Leadership_Theory
Corporate Governance Risk Leadership — Theory
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content text
source_url: Original source URL
source_title: Title of the source document
source_domain: Domain of the source
license_type: License classification (e.g. public_domain, cc_by, cc_by_sa)
attribution_required: Boolean — True for CC BY / CC BY-SA and other… See the full description on the dataset page: https://huggingface.co/datasets/PhillyMac/Corporate_Governance_Risk_Leadership_Theory.