Update README.md

README.md

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 # SCAR
 
-Official weights for the Paper [**Scar: Sparse Conditioned Autoencoders for Concept Detection and Steering in LLMs**](https://arxiv.org/abs/2411.07122).
+Official code and weights for the Paper [**Scar: Sparse Conditioned Autoencoders for Concept Detection and Steering in LLMs**](https://arxiv.org/abs/2411.07122). The code is located in this [Repository](https://github.com/ml-research/SCAR).
 
-The code is located in this [Repository](https://github.com/ml-research/SCAR).
+This repo contains the code to apply supervised SAEs on LLMs. With this, LLMs can be equipped with strong detection and steering abilities. In this repo, we showcase SCAR on the example of toxicity but any other concept can be applied equally well.
 
 # Usage