Update README.md

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>

Author: kevalmorabia97

examples/compress/README.md

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 # Compress Algorithm Tutorial
 
-This tutorial demonstrates how to compress large language models using the Compress algorithm based on the [Puzzle paper](https://arxiv.org/abs/2411.19146).
 This tutorial demonstrates how to compress large language models using the compress algorithm based on the [Puzzle paper](https://arxiv.org/abs/2411.19146).
 The goal of the algorithm it to find the most optimal modifications to MLP and attention layers of the model, resulting in a heterogeneous model architecture.
 The supported modifications are: