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“This is a quiz” Premise Input: A Key to Unlocking Higher Diagnostic Accuracy in Large Language Models

2024-09-23

Abstract excerpt

<h4>Purpose</h4> Large language models (LLMs) are neural network models trained on vast amounts of textual data, showing promising performance in various fields. In radiology, studies have demonstrated the strong performance of LLMs in diagnostic imaging quiz cases. However, the inherent differences of prior probabilities of a final diagnosis between clinical and quiz cases pose challenges for LLMs, as LLMs had no...

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Literature Corpus work
48e4eb24-a753-531b-9aa6-dc024ca9cc50
DOI
10.1101/2024.09.20.24314101
Open publication

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Semantic proximity does not establish scientific evidence.

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“This is a quiz” Premise Input: A Key to Unlocking Higher Diagnostic Accuracy in Large Language ModelsDOI 10.1101/2024.09.20.24314101
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