Researchers Owen Queen and James Zou checked 50 widely cited LLM claims against 20 models from eight developers (July 2024–September 2026). Forty-four percent of findings had already expired; for 22 with estimated dates, average lifespan was 15.7 months. Another 34% weakened sharply, 16% still hold,