Papers by Mahdi Dhaini
Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models (2025.findings-emnlp)
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| Challenge: | LLMs encode extensive knowledge within their parameters, but the knowledge in LLM models can become outdated over time. |
| Approach: | They propose two new LLMs that provide outdated medical advice . they compare the models with a set of QA pairs whose verdict changed through time . |
| Outcome: | The proposed models exhibit memorization of outdated knowledge to some extent. |