LLMs more often reproduce older medical conclusions than updated ones, as shown by a new 512-question dataset of Cochrane reviews whose verdicts changed over time.
Ayers, Adam Poliak, Mark Dredze, Eric C
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models
LLMs more often reproduce older medical conclusions than updated ones, as shown by a new 512-question dataset of Cochrane reviews whose verdicts changed over time.