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 Dialect and sociolect bias Show all concerns 2 sources
Guide citations are still under editorial review. Dodge and colleagues · EMNLP 2021 · Dataset audit
Examines sources and filters in C4, including disproportionate removal of minority-associated material. Findings concern this corpus and process.
Evidence notes & 10 linked concerns + Koenecke and colleagues · PNAS 2020 · Research study
Compares speech-recognition errors in specific systems and samples; historical evidence, not a current product ranking.
Evidence notes & 2 linked concerns +