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@@ -161,7 +161,7 @@ Which response is of higher overall quality in a medical context? Consider:
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  #### Win-rate
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- [Include Image]
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  ### MCQA Evaluation
@@ -198,7 +198,7 @@ Please report any software "bug" or other problems through one of the following
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  ## Acknowledgements
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-
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  ## Citation
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  ```
 
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  #### Win-rate
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+ ![plot](./pairwise_model_comparison.svg)
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  ### MCQA Evaluation
 
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  ## Acknowledgements
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+ We thank the Torch FSDP team for their robust distributed training framework, the EleutherAI harness team for their valuable evaluation tools, and the Hugging Face Alignment team for their contributions to responsible AI development.
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  ## Citation
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  ```