The evidence behind the guides
Sources Find a study, check what it supports, and follow it back to a concern.
TopicAll topics Data Integrity & Provenance Model Performance & Reliability Security & Adversarial Risk Transparency, Explainability & Accountability Agentic & Multi-Agent Risks Infrastructure, Compute & Deployment Environmental & Physical Footprint Discrimination, Fairness & Toxicity Privacy & Surveillance Misinformation, Manipulation & Democracy Malicious Use & Weaponization Human–Computer Interaction Harms Health, Safety & Care Labor, Work & the Economy Education & Knowledge Inequality, Access & Power Culture, Identity & Values Governance & Regulation Rights, Law & Justice Corporate & Enterprise Concerns Power Concentration & Geopolitics AI System Safety & Alignment Catastrophic & Existential Risk CollectionAll sources Cited in concern guides Topic reading Research tools & guidance
Sources for Provenance for training data Show all concerns 3 sources
Guide citations are still under editorial review. World Wide Web Consortium · Technical standard
Describes provenance records and relationships. Recording lineage does not guarantee the truth or lawful use of the material.
Evidence notes & 5 linked concerns + European Commission · 2025 · Official regulatory guidance
Describes public training summaries for covered providers, including information gaps and transition conditions.
Evidence notes & 2 linked concerns + Longpre and colleagues · Dataset audit
Traces dataset lineage, licensing, and attribution problems in audited collections; not proof that every third-party dataset is unlawful.
Evidence notes & 4 linked concerns +