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Update README.md

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@@ -204,6 +204,11 @@ The following are the minimum/recommended GPU requirements for running inference
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  * Examples: Nvidia RTX 3070, RTX 3080 or T4
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  ### Citation
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  ```none
 
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  * Examples: Nvidia RTX 3070, RTX 3080 or T4
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+ ## Effect of Quantization
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+ We have seen 2.6% drop in score (to 0.338) for the same model quantized 4bit
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  ### Citation
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  ```none