Update README.md

Author: julian-parker

README.md

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 # Stable Codec
-This repository contains training and inference scripts for Stable Codec, introduced in the paper titled **Scaling Transformer for Low-bitrate High-Quality Speech Coding**.
+This repository contains training and inference scripts for Stable Codec, introduced in the paper titled **Scaling Transformers for Low-bitrate High-Quality Speech Coding**.
 
 Paper:
 https://arxiv.org/abs/2411.19842