Stanford study: 44% of widely cited LLM conclusions have become invalid; reasoning-related flaws vanished fastest.
Stanford researchers Owen Queen and James Zou tested 50 widely cited LLM conclusions across 20 models from eight developers between July 2024 and September 2026, finding that 44% had become invalid, 34% were significantly weakened, and only 16% remained valid.
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