Sources System is trained off inaccurate data (LLM Training Data Poisoning) Data reflecting an unfair world, model penalizes certain groups Skewed samples More data on some groups than others Fixing Bias AI Bias Restricted Inputs Method Statistical Parity Equality of False Negatives Equality of False Positives Equality of Position Predicated Value