Update README.md

README.md

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 ## Appendix
 
-### Activation Aware Quantization
-AWQ works by identifying the top 1% most salient weights that are most important for maintaining accuracy and quantizing the remaining 99% of weights. This leads to less accuracy loss from quantization compared to many other quantization techniques. For more on AWQ see [here](https://arxiv.org/abs/2306.00978).
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 ## Model Card Contact
 parinitarahi, kvaishnavi, natke