OpenAI research reveals LLM hallucinations persist due to pretraining focusing on word prediction without truth verification. Current evaluations incentivize guessing over admitting uncertainty—proposed fix includes scoring systems that penalize confident errors more than uncertainty, akin to standardized tests discouraging blind guesses.