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@@ -118,4 +118,4 @@ The following hyperparameters were used during training:
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  ### Risk and Limitation
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  By replacing the retrieval component with a generative one, we lose the ability to update the knowledge state, which remains frozen to that of the LLM training time. This stands in contrast to the standard retrieve-then-read approach, which allows for the incorporation of new documents as new information becomes available.
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  Moreover, our method generates context for any given question, even when the medical LLM lacks knowledge. This may produce a noisy context with inaccurate or irrelevant information.
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- Therefore, we advocate for a cautious approach, recommending manual scrutiny of any output by domain experts before617 real-world utilization. This ethical precaution is vital to avoid disseminating potentially erroneous or misleading information, especially in the clinical and scientific communities
 
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  ### Risk and Limitation
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  By replacing the retrieval component with a generative one, we lose the ability to update the knowledge state, which remains frozen to that of the LLM training time. This stands in contrast to the standard retrieve-then-read approach, which allows for the incorporation of new documents as new information becomes available.
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  Moreover, our method generates context for any given question, even when the medical LLM lacks knowledge. This may produce a noisy context with inaccurate or irrelevant information.
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+ Therefore, we advocate for a cautious approach, recommending manual scrutiny of any output by domain experts before real-world utilization. This ethical precaution is vital to avoid disseminating potentially erroneous or misleading information, especially in the clinical and scientific communities