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 Model-language coverage Show all concerns 2 sources
Guide citations are still under editorial review. Singh and colleagues · ACL 2024 · Language benchmark
Generation tasks across 29 Indic languages. Not a ranking of every model available today.
Evidence notes & 1 linked concern + Adebara and colleagues · ACL 2025 · Language benchmark
Evaluation of African-language capabilities; results are model and task specific.
Evidence notes & 3 linked concerns +